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 276–300 of 343 papers

Title	Date	Tasks	Status
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance Detection	Mar 23, 2024	Data AugmentationDecoder	CodeCode Available
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
Legislator Representation Learning with Social Context and Expert Knowledge	Aug 9, 2021	Representation LearningStance Detection	CodeCode Available
ExaASC: A General Target-Based Stance Detection Corpus in Arabic Language	Apr 29, 2022	Stance Detection	CodeCode Available
Examining Political Rhetoric with Epistemic Stance Detection	Dec 29, 2022	Stance Detection	CodeCode Available
Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices	Mar 29, 2024	Deep LearningExplainable Artificial Intelligence (XAI)	CodeCode Available
Exploiting Sentiment and Common Sense for Zero-shot Stance Detection	Aug 18, 2022	Common Sense ReasoningStance Detection	CodeCode Available
FarExStance: Explainable Stance Detection for Farsi	Dec 18, 2024	parameter-efficient fine-tuningStance Detection	CodeCode Available
Guiding Computational Stance Detection with Expanded Stance Triangle Framework	May 31, 2023	Stance Detection	CodeCode Available
Hashtag-Guided Low-Resource Tweet Classification	Feb 20, 2023	ClassificationSentiment Analysis	CodeCode Available
How would Stance Detection Techniques Evolve after the Launch of ChatGPT?	Dec 30, 2022	Language ModellingStance Detection	CodeCode Available
Human Rationales as Attribution Priors for Explainable Stance Detection	Nov 1, 2021	Stance Detection	CodeCode Available
Identification of Multimodal Stance Towards Frames of Communication	Dec 1, 2023	Stance Detection	CodeCode Available
Improved Target-specific Stance Detection on Social Media Platforms by Delving into Conversation Threads	Nov 6, 2022	BenchmarkingOpinion Mining	CodeCode Available
Improving Stance Detection with Multi-Dataset Learning and Knowledge Distillation	Nov 1, 2021	Knowledge DistillationStance Detection	CodeCode Available
Incorporating Count-Based Features into Pre-Trained Models for Improved Stance Detection	Oct 18, 2020	MisinformationStance Detection	CodeCode Available
Incorporating Label Dependencies in Multilabel Stance Detection	Nov 1, 2019	General ClassificationStance Detection	CodeCode Available
Incorporating Stock Market Signals for Twitter Stance Detection	May 1, 2022	Stance DetectionTime Series	CodeCode Available
InfoPattern: Unveiling Information Propagation Patterns in Social Media	Nov 27, 2023	Red TeamingStance Detection	CodeCode Available
Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered Study	Apr 5, 2024	ArticlesFew-Shot Stance Detection	CodeCode Available
IUST at ClimateActivism 2024: Towards Optimal Stance Detection: A Systematic Study of Architectural Choices and Data Cleaning Techniques	Mar 22, 2024	Data AugmentationStance Detection	CodeCode Available
Learning Stance Embeddings from Signed Social Graphs	Jan 27, 2022	MisinformationStance Detection	CodeCode Available
Legal and Political Stance Detection of SCOTUS Language	Nov 21, 2022	Stance Detection	CodeCode Available
MeLT: Message-Level Transformer with Masked Document Representations as Pre-Training for Stance Detection	Sep 16, 2021	AttributeLanguage Modeling	CodeCode Available
Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented Calibration	Feb 22, 2024	counterfactualDomain Generalization	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