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 226–250 of 343 papers

Title	Date	Tasks	Status	Hype
Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic Representations	Oct 7, 2020	Stance DetectionZero-Shot Stance Detection	CodeCode Available	0
A Hierarchical Decomposable Attention Model for News Stance Detection	Sep 1, 2020	Stance Detection	—Unverified	0
Linked Credibility Reviews for Explainable Misinformation Detection	Aug 28, 2020	MisinformationSemantic Similarity	CodeCode Available	1
A Token Level Multi-target Stance Detection Dataset	Aug 21, 2020	SentenceStance Detection	—Unverified	0
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
Exploiting stance hierarchies for cost-sensitive stance detection of Web documents	Jul 29, 2020	ClassificationFact Checking	—Unverified	0
#Brexit: Leave or Remain? The Role of User's Community and Diachronic Evolution on Stance Detection	Jul 29, 2020	ClassificationGeneral Classification	CodeCode Available	0
Fine-Tune Longformer for Jointly Predicting Rumor Stance and Veracity	Jul 15, 2020	Multi-Task LearningRumour Detection	—Unverified	0
Stance Detection in Web and Social Media: A Comparative Study	Jul 12, 2020	ArticlesStance Detection	CodeCode Available	1
Agreement Prediction of Arguments in Cyber Argumentation for Detecting Stance Polarity and Intensity	Jul 1, 2020	regressionStance Detection	—Unverified	0
Enhancing Cross-target Stance Detection with Transferable Semantic-Emotion Knowledge	Jul 1, 2020	Stance DetectionTransfer Learning	—Unverified	0
Stance Detection on Social Media: State of the Art and Trends	Jun 5, 2020	Opinion MiningSentiment Analysis	—Unverified	0
A Unified Feature Representation for Lexical Connotations	May 31, 2020	Stance Detection	—Unverified	0
Stance Prediction for Contemporary Issues: Data and Experiments	May 29, 2020	PredictionStance Detection	CodeCode Available	0
Embeddings-Based Clustering for Target Specific Stances: The Case of a Polarized Turkey	May 19, 2020	ClusteringSentence	CodeCode Available	1
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics	May 4, 2020	Ensemble LearningStance Detection	CodeCode Available	0
French Tweet Corpus for Automatic Stance Detection	May 1, 2020	Fake News DetectionStance Detection	—Unverified	0
Multilingual Stance Detection in Tweets: The Catalonia Independence Corpus	May 1, 2020	Stance Detection	—Unverified	0
Will-They-Won't-They: A Very Large Dataset for Stance Detection on Twitter	May 1, 2020	Stance Detection	CodeCode Available	1
Aspect-Controlled Neural Argument Generation	Apr 30, 2020	Data AugmentationLanguage Modeling	CodeCode Available	1
A Few Topical Tweets are Enough for Effective User-Level Stance Detection	Apr 7, 2020	ClusteringGeneral Classification	—Unverified	0
Multilingual Stance Detection: The Catalonia Independence Corpus	Mar 31, 2020	Stance Detection	CodeCode Available	0
X-Stance: A Multilingual Multi-Target Dataset for Stance Detection	Mar 18, 2020	Stance Detection	CodeCode Available	1
Stance Detection Benchmark: How Robust Is Your Stance Detection?	Jan 6, 2020	Fake News DetectionMulti-Task Learning	CodeCode Available	1
Taking a Stance on Fake News: Towards Automatic Disinformation Assessment via Deep Bidirectional Transformer Language Models for Stance Detection	Nov 27, 2019	ArticlesLanguage Modeling	—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