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 151–175 of 343 papers

Title	Date	Tasks	Status	Hype
Human Language Modeling	May 10, 2022	Age EstimationLanguage 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
Bridging the Domain Gap for Stance Detection for the Zulu language	May 6, 2022	Domain AdaptationMachine Translation	—Unverified	0
POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection	May 2, 2022	ArticlesFew-Shot Learning	CodeCode Available	1
Towards Fine-grained Classification of Climate Change related Social Media Text	May 1, 2022	ClassificationDecision Making	—Unverified	0
Incorporating Stock Market Signals for Twitter Stance Detection	May 1, 2022	Stance DetectionTime Series	CodeCode Available	0
IIITDWD@TamilNLP-ACL2022: Transformer-based approach to classify abusive content in Dravidian Code-mixed text	May 1, 2022	Stance Detection	—Unverified	0
Do Dependency Relations Help in the Task of Stance Detection?	May 1, 2022	Stance Detection	—Unverified	0
JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance Detection	May 1, 2022	Contrastive LearningStance Detection	CodeCode Available	1
ExaASC: A General Target-Based Stance Detection Corpus in Arabic Language	Apr 29, 2022	Stance Detection	CodeCode Available	0
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on Tweets	Apr 22, 2022	Stance DetectionZero-Shot Learning	CodeCode Available	0
Investigating User Radicalization: A Novel Dataset for Identifying Fine-Grained Temporal Shifts in Opinion	Apr 16, 2022	Stance Detection	CodeCode Available	1
Infusing Knowledge from Wikipedia to Enhance Stance Detection	Apr 8, 2022	Few-Shot Stance DetectionStance Detection	CodeCode Available	1
A Weakly Supervised Propagation Model for Rumor Verification and Stance Detection with Multiple Instance Learning	Apr 6, 2022	Binary ClassificationMultiple Instance Learning	—Unverified	0
The COVMis-Stance dataset: Stance Detection on Twitter for COVID-19 Misinformation	Apr 5, 2022	MisinformationStance Detection	CodeCode Available	0
Towards Analyzing the Bias of News Recommender Systems Using Sentiment and Stance Detection	Mar 11, 2022	ArticlesDiversity	—Unverified	0
Learning Stance Embeddings from Signed Social Graphs	Jan 27, 2022	MisinformationStance Detection	CodeCode Available	0
Combining Machine Learning with Knowledge Engineering to detect Fake News in Social Networks-a survey	Jan 20, 2022	Fact CheckingFake News Detection	—Unverified	0
ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccination	Jan 17, 2022	InformativenessStance Detection	—Unverified	0
Semi-supervised Stance Detection of Tweets Via Distant Network Supervision	Jan 3, 2022	Hate Speech DetectionPropaganda detection	CodeCode Available	0
Stance Quantification: Definition of the Problem	Dec 25, 2021	Stance Detection	—Unverified	0
A Survey on Stance Detection for Mis- and Disinformation Identification	Dec 17, 2021	Fact CheckingMisinformation	—Unverified	0
STEM: Unsupervised STructural EMbedding for Stance Detection	Dec 1, 2021	Discourse ParsingStance Detection	CodeCode Available	0
Empirical Evaluation of Topic Zero- and Few-Shot Learning for Stance Dissonance Detection	Nov 16, 2021	Few-Shot LearningStance Detection	—Unverified	0
POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection	Nov 16, 2021	ArticlesFew-Shot Learning	—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