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 76–100 of 343 papers

Title	Date	Tasks	Status	Score
FarExStance: Explainable Stance Detection for Farsi	Dec 18, 2024	parameter-efficient fine-tuningStance Detection	CodeCode Available	5
Guiding Computational Stance Detection with Expanded Stance Triangle Framework	May 31, 2023	Stance Detection	CodeCode Available	5
Human Rationales as Attribution Priors for Explainable Stance Detection	Nov 1, 2021	Stance Detection	CodeCode Available	5
Improving Stance Detection with Multi-Dataset Learning and Knowledge Distillation	Nov 1, 2021	Knowledge DistillationStance Detection	CodeCode Available	5
ExaASC: A General Target-Based Stance Detection Corpus in Arabic Language	Apr 29, 2022	Stance Detection	CodeCode Available	5
Data and models for stance and premise detection in COVID-19 tweets: insights from the Social Media Mining for Health (SMM4H) 2022 shared task	Nov 14, 2023	Argument MiningStance 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
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
Debunking Fake News One Feature at a Time	Aug 8, 2018	Fake News DetectionStance Detection	CodeCode Available	5
Examining Political Rhetoric with Epistemic Stance Detection	Dec 29, 2022	Stance Detection	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
Collaborative Stance Detection via Small-Large Language Model Consistency Verification	Feb 27, 2025	Language ModelingLanguage Modelling	CodeCode Available	5
Legislator Representation Learning with Social Context and Expert Knowledge	Aug 9, 2021	Representation LearningStance Detection	CodeCode Available	5
Detecting Multidimensional Political Incivility on Social Media	May 24, 2023	Stance Detection	CodeCode Available	5
Detecting Incongruity Between News Headline and Body Text via a Deep Hierarchical Encoder	Nov 17, 2018	ArticlesData Augmentation	CodeCode Available	5
Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices	Mar 29, 2024	Deep LearningExplainable Artificial Intelligence (XAI)	CodeCode Available	5
Detecting Stance of Authorities towards Rumors in Arabic Tweets: A Preliminary Study	Jan 14, 2023	Stance Detection	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
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance Detection	Mar 23, 2024	Data AugmentationDecoder	CodeCode Available	5
A simple but tough-to-beat baseline for the Fake News Challenge stance detection task	Jul 11, 2017	Fact CheckingMisinformation	CodeCode Available	5
A Richly Annotated Corpus for Different Tasks in Automated Fact-Checking	Oct 29, 2019	BIG-bench Machine LearningFact Checking	CodeCode Available	5
Multi-Perspective Stance Detection	Nov 13, 2024	ClassificationDiversity	CodeCode Available	5
On the Benefit of Combining Neural, Statistical and External Features for Fake News Identification	Dec 11, 2017	Fake News DetectionFeature Engineering	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
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

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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