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 251–275 of 343 papers

Title	Date	Tasks	Status
Zero-Shot Stance Detection using Contextual Data Generation with LLMs	May 19, 2024	Fake News DetectionFew-Shot Learning	CodeCode Available
Adversarial Learning-based Stance Classifier for COVID-19-related Health Policies	Sep 10, 2022	Stance Detection	CodeCode Available
A Multi-task Model for Sentiment Aided Stance Detection of Climate Change Tweets	Nov 7, 2022	Sentiment AnalysisStance Detection	CodeCode Available
An Unsupervised Normalization Algorithm for Noisy Text: A Case Study for Information Retrieval and Stance Detection	Jan 9, 2021	Information RetrievalOptical Character Recognition (OCR)	CodeCode Available
AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact Checking	Apr 28, 2021	Fact CheckingMisinformation	CodeCode Available
A Retrospective Analysis of the Fake News Challenge Stance-Detection Task	Aug 1, 2018	General ClassificationStance Classification	CodeCode Available
A Retrospective Analysis of the Fake News Challenge Stance Detection Task	Jun 13, 2018	General ClassificationStance Classification	CodeCode Available
A Richly Annotated Corpus for Different Tasks in Automated Fact-Checking	Oct 29, 2019	BIG-bench Machine LearningFact Checking	CodeCode Available
A simple but tough-to-beat baseline for the Fake News Challenge stance detection task	Jul 11, 2017	Fact CheckingMisinformation	CodeCode Available
A Tweet Dataset Annotated for Named Entity Recognition and Stance Detection	Jan 15, 2019	named-entity-recognitionNamed Entity Recognition	CodeCode Available
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
#Brexit: Leave or Remain? The Role of User's Community and Diachronic Evolution on Stance Detection	Jul 29, 2020	ClassificationGeneral Classification	CodeCode Available
How to Handle Different Types of Out-of-Distribution Scenarios in Computational Argumentation? A Comprehensive and Fine-Grained Field Study	Sep 15, 2023	Argument MiningIn-Context Learning	CodeCode Available
Collaborative Stance Detection via Small-Large Language Model Consistency Verification	Feb 27, 2025	Language ModelingLanguage Modelling	CodeCode Available
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
Cutting through the noise to motivate people: A comprehensive analysis of COVID-19 social media posts de/motivating vaccination	Jun 15, 2024	MisinformationStance Detection	CodeCode Available
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
Debunking Fake News One Feature at a Time	Aug 8, 2018	Fake News DetectionStance Detection	CodeCode Available
DEEM: Dynamic Experienced Expert Modeling for Stance Detection	Feb 23, 2024	Stance Detection	CodeCode Available
Demystifying the COVID-19 vaccine discourse on Twitter	Aug 29, 2022	Stance Detection	CodeCode Available
Detecting Multidimensional Political Incivility on Social Media	May 24, 2023	Stance Detection	CodeCode Available
Detecting Incongruity Between News Headline and Body Text via a Deep Hierarchical Encoder	Nov 17, 2018	ArticlesData Augmentation	CodeCode Available
Detecting Stance of Authorities towards Rumors in Arabic Tweets: A Preliminary Study	Jan 14, 2023	Stance Detection	CodeCode Available
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
EcoVerse: An Annotated Twitter Dataset for Eco-Relevance Classification, Environmental Impact Analysis, and Stance Detection	Apr 8, 2024	Sentiment AnalysisStance Detection	CodeCode Available

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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