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 26–50 of 343 papers

Title	Date	Tasks	Status	Hype
A Multi-Task Learning Framework for Multi-Target Stance Detection	Aug 1, 2021	Multi-Task LearningStance Detection	CodeCode Available	1
Words That Unite The World: A Unified Framework for Deciphering Central Bank Communications Globally	May 15, 2025	BenchmarkingSentence	CodeCode Available	1
MGTAB: A Multi-Relational Graph-Based Twitter Account Detection Benchmark	Jan 3, 2023	Node ClassificationStance Detection	CodeCode Available	1
A Challenge Dataset and Effective Models for Conversational Stance Detection	Mar 17, 2024	Stance Detection	CodeCode Available	1
Infusing Knowledge from Wikipedia to Enhance Stance Detection	Apr 8, 2022	Few-Shot Stance DetectionStance Detection	CodeCode Available	1
ChatGPT: Jack of all trades, master of none	Feb 21, 2023	AllChatbot	CodeCode Available	1
Contextual information integration for stance detection via cross-attention	Nov 3, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Aspect-Controlled Neural Argument Generation	Apr 30, 2020	Data AugmentationLanguage Modeling	CodeCode Available	1
Disentangled Learning of Stance and Aspect Topics for Vaccine Attitude Detection in Social Media	May 6, 2022	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1
Capturing Reliable Fine-Grained Sentiment Associations by Crowdsourcing and Best-Worst Scaling	Dec 5, 2017	Sentiment AnalysisStance Detection	—Unverified	0
A Few Topical Tweets are Enough for Effective User-Level Stance Detection	Apr 7, 2020	ClusteringGeneral Classification	—Unverified	0
Capturing Reliable Fine-Grained Sentiment Associations by Crowdsourcing and Best--Worst Scaling	Jun 1, 2016	Sentiment AnalysisStance Detection	—Unverified	0
ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccination	Jan 17, 2022	InformativenessStance Detection	—Unverified	0
Adversarial Training for News Stance Detection: Leveraging Signals from a Multi-Genre Corpus.	Apr 1, 2021	ArticlesStance Detection	—Unverified	0
A Crowdsourcing Approach for Annotating Causal Relation Instances in Wikipedia	Nov 1, 2017	Named Entity Recognition (NER)Question Answering	—Unverified	0
Capturing Stance Dynamics in Social Media: Open Challenges and Research Directions	Sep 1, 2021	Opinion MiningStance Detection	—Unverified	0
Annotation, Modelling and Analysis of Fine-Grained Emotions on a Stance and Sentiment Detection Corpus	Sep 1, 2017	Emotion RecognitionGeneral Classification	—Unverified	0
Embracing Diversity: A Multi-Perspective Approach with Soft Labels	Mar 1, 2025	DiversityStance Detection	—Unverified	0
360° Stance Detection	Apr 3, 2018	Stance Detection	—Unverified	0
Beyond Testers' Biases: Guiding Model Testing with Knowledge Bases using LLMs	Oct 14, 2023	Stance Detection	—Unverified	0
Benchmarking zero-shot stance detection with FlanT5-XXL: Insights from training data, prompting, and decoding strategies into its near-SoTA performance	Mar 1, 2024	BenchmarkingStance Detection	—Unverified	0
Acquired TASTE: Multimodal Stance Detection with Textual and Structural Embeddings	Dec 4, 2024	Discourse ParsingStance Classification	—Unverified	0
Can Large Language Models Address Open-Target Stance Detection?	Aug 30, 2024	PositionStance Detection	—Unverified	0
An English-Hindi Code-Mixed Corpus: Stance Annotation and Baseline System	May 30, 2018	General ClassificationStance Detection	—Unverified	0
Can we trust the evaluation on ChatGPT?	Mar 22, 2023	Language ModelingLanguage Modelling	—Unverified	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