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 51–75 of 343 papers

Title	Date	Tasks	Status	Score
Incorporating Stock Market Signals for Twitter Stance Detection	May 1, 2022	Stance DetectionTime Series	CodeCode Available	5
MultiClimate: Multimodal Stance Detection on Climate Change Videos	Sep 26, 2024	Stance Detection	CodeCode Available	5
How would Stance Detection Techniques Evolve after the Launch of ChatGPT?	Dec 30, 2022	Language ModellingStance Detection	CodeCode Available	5
InfoPattern: Unveiling Information Propagation Patterns in Social Media	Nov 27, 2023	Red TeamingStance Detection	CodeCode Available	5
Guiding Computational Stance Detection with Expanded Stance Triangle Framework	May 31, 2023	Stance Detection	CodeCode Available	5
Hashtag-Guided Low-Resource Tweet Classification	Feb 20, 2023	ClassificationSentiment Analysis	CodeCode Available	5
Human Rationales as Attribution Priors for Explainable Stance Detection	Nov 1, 2021	Stance Detection	CodeCode Available	5
Learning Stance Embeddings from Signed Social Graphs	Jan 27, 2022	MisinformationStance Detection	CodeCode Available	5
A Retrospective Analysis of the Fake News Challenge Stance-Detection Task	Aug 1, 2018	General ClassificationStance Classification	CodeCode Available	5
Automated stance detection in complex topics and small languages: the challenging case of immigration in polarizing news media	May 22, 2023	Stance Detectiontext-classification	CodeCode Available	5
FarExStance: Explainable Stance Detection for Farsi	Dec 18, 2024	parameter-efficient fine-tuningStance Detection	CodeCode Available	5
Chain-of-Thought Embeddings for Stance Detection on Social Media	Oct 30, 2023	Stance Detection	CodeCode Available	5
A Tweet Dataset Annotated for Named Entity Recognition and Stance Detection	Jan 15, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available	5
Exploiting Sentiment and Common Sense for Zero-shot Stance Detection	Aug 18, 2022	Common Sense ReasoningStance Detection	CodeCode Available	5
Identification of Multimodal Stance Towards Frames of Communication	Dec 1, 2023	Stance Detection	CodeCode Available	5
Legislator Representation Learning with Social Context and Expert Knowledge	Aug 9, 2021	Representation LearningStance Detection	CodeCode Available	5
Emotion-aware Dual Cross-Attentive Neural Network with Label Fusion for Stance Detection in Misinformative Social Media Content	May 27, 2025	Metric LearningMisinformation	CodeCode Available	5
ExaASC: A General Target-Based Stance Detection Corpus in Arabic Language	Apr 29, 2022	Stance Detection	CodeCode Available	5
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance Detection	Mar 23, 2024	Data AugmentationDecoder	CodeCode Available	5
Dhoroni: Exploring Bengali Climate Change and Environmental Views with a Multi-Perspective News Dataset and Natural Language Processing	Oct 22, 2024	ArticlesAuthority Involvement Detection	CodeCode Available	5
Examining Political Rhetoric with Epistemic Stance Detection	Dec 29, 2022	Stance Detection	CodeCode Available	5
Demystifying the COVID-19 vaccine discourse on Twitter	Aug 29, 2022	Stance Detection	CodeCode Available	5
Combining Similarity Features and Deep Representation Learning for Stance Detection in the Context of Checking Fake News	Nov 2, 2018	Document ClassificationGeneral Classification	CodeCode Available	5
EcoVerse: An Annotated Twitter Dataset for Eco-Relevance Classification, Environmental Impact Analysis, and Stance Detection	Apr 8, 2024	Sentiment AnalysisStance Detection	CodeCode Available	5
Detecting Multidimensional Political Incivility on Social Media	May 24, 2023	Stance Detection	CodeCode Available	5

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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