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 1–25 of 343 papers

Title	Date	Tasks	Status	Hype	Score
Bryndza at ClimateActivism 2024: Stance, Target and Hate Event Detection via Retrieval-Augmented GPT-4 and LLaMA	Feb 9, 2024	Event DetectionHate Speech Detection	CodeCode Available	4	5
PoliBERTweet: A Pre-trained Language Model for Analyzing Political Content on Twitter	Jun 1, 2022	Language ModelingLanguage Modelling	CodeCode Available	1	5
Aspect-Controlled Neural Argument Generation	Apr 30, 2020	Data AugmentationLanguage Modeling	CodeCode Available	1	5
Investigating User Radicalization: A Novel Dataset for Identifying Fine-Grained Temporal Shifts in Opinion	Apr 16, 2022	Stance Detection	CodeCode Available	1	5
Linked Credibility Reviews for Explainable Misinformation Detection	Aug 28, 2020	MisinformationSemantic Similarity	CodeCode Available	1	5
Multi-modal Stance Detection: New Datasets and Model	Feb 22, 2024	modelStance Detection	CodeCode Available	1	5
Cross-Domain Label-Adaptive Stance Detection	Apr 15, 2021	Domain AdaptationMixture-of-Experts	CodeCode Available	1	5
Exploring Summarization to Enhance Headline Stance Detection	Jun 20, 2021	Fake News DetectionMisinformation	CodeCode Available	1	5
Generative Entity-to-Entity Stance Detection with Knowledge Graph Augmentation	Nov 2, 2022	ArticlesSentence	CodeCode Available	1	5
Infusing Knowledge from Wikipedia to Enhance Stance Detection	Apr 8, 2022	Few-Shot Stance DetectionStance Detection	CodeCode Available	1	5
Knowledge Enhanced Masked Language Model for Stance Detection	May 26, 2021	Language ModelingLanguage Modelling	CodeCode Available	1	5
Adversarial Learning for Zero-Shot Stance Detection on Social Media	May 14, 2021	Stance DetectionZero-Shot Stance Detection	CodeCode Available	1	5
ChatGPT: Jack of all trades, master of none	Feb 21, 2023	AllChatbot	CodeCode Available	1	5
MGTAB: A Multi-Relational Graph-Based Twitter Account Detection Benchmark	Jan 3, 2023	Node ClassificationStance Detection	CodeCode Available	1	5
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training	Sep 13, 2021	Stance Detection	CodeCode Available	1	5
JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance Detection	May 1, 2022	Contrastive LearningStance Detection	CodeCode Available	1	5
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	5
Embeddings-Based Clustering for Target Specific Stances: The Case of a Polarized Turkey	May 19, 2020	ClusteringSentence	CodeCode Available	1	5
A Challenge Dataset and Effective Models for Conversational Stance Detection	Mar 17, 2024	Stance Detection	CodeCode Available	1	5
A Stance Data Set on Polarized Conversations on Twitter about the Efficacy of Hydroxychloroquine as a Treatment for COVID-19	Aug 19, 2020	Stance Detection	CodeCode Available	1	5
Human Language Modeling	May 10, 2022	Age EstimationLanguage Modeling	CodeCode Available	1	5
A Multi-Task Learning Framework for Multi-Target Stance Detection	Aug 1, 2021	Multi-Task LearningStance Detection	CodeCode Available	1	5
Cascade-based Echo Chamber Detection	Aug 9, 2022	Stance Detection	CodeCode Available	1	5
Contextual information integration for stance detection via cross-attention	Nov 3, 2022	Language ModelingLanguage Modelling	CodeCode Available	1	5
POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection	May 2, 2022	ArticlesFew-Shot Learning	CodeCode Available	1	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