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
Evaluating Unsupervised Representation Learning for Detecting Stances of Fake News	Dec 1, 2020	Representation LearningStance Detection	—Unverified
QMUL-SDS @ SardiStance: Leveraging Network Interactions to Boost Performance on Stance Detection using Knowledge Graphs	Nov 2, 2020	AvgKnowledge Graphs	—Unverified
Unsupervised stance detection for arguments from consequences	Nov 1, 2020	Stance Detection	—Unverified
On the Reliability and Validity of Detecting Approval of Political Actors in Tweets	Nov 1, 2020	BenchmarkingSentiment Analysis	—Unverified
STANDER: An Expert-Annotated Dataset for News Stance Detection and Evidence Retrieval	Nov 1, 2020	ArticlesMulti-Task Learning	CodeCode Available
“A Little Birdie Told Me ... ” - Inductive Biases for Rumour Stance Detection on Social Media	Nov 1, 2020	MisinformationPosition	—Unverified
Incorporating Count-Based Features into Pre-Trained Models for Improved Stance Detection	Oct 18, 2020	MisinformationStance Detection	CodeCode Available
Measuring What Counts: The case of Rumour Stance Classification	Oct 9, 2020	ClassificationGeneral Classification	—Unverified
Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic Representations	Oct 7, 2020	Stance DetectionZero-Shot Stance Detection	CodeCode Available
A Hierarchical Decomposable Attention Model for News Stance Detection	Sep 1, 2020	Stance Detection	—Unverified
A Token Level Multi-target Stance Detection Dataset	Aug 21, 2020	SentenceStance Detection	—Unverified
Exploiting stance hierarchies for cost-sensitive stance detection of Web documents	Jul 29, 2020	ClassificationFact Checking	—Unverified
#Brexit: Leave or Remain? The Role of User's Community and Diachronic Evolution on Stance Detection	Jul 29, 2020	ClassificationGeneral Classification	CodeCode Available
Fine-Tune Longformer for Jointly Predicting Rumor Stance and Veracity	Jul 15, 2020	Multi-Task LearningRumour Detection	—Unverified
Enhancing Cross-target Stance Detection with Transferable Semantic-Emotion Knowledge	Jul 1, 2020	Stance DetectionTransfer Learning	—Unverified
Agreement Prediction of Arguments in Cyber Argumentation for Detecting Stance Polarity and Intensity	Jul 1, 2020	regressionStance Detection	—Unverified
Stance Detection on Social Media: State of the Art and Trends	Jun 5, 2020	Opinion MiningSentiment Analysis	—Unverified
A Unified Feature Representation for Lexical Connotations	May 31, 2020	Stance Detection	—Unverified
Stance Prediction for Contemporary Issues: Data and Experiments	May 29, 2020	PredictionStance Detection	CodeCode Available
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics	May 4, 2020	Ensemble LearningStance Detection	CodeCode Available
French Tweet Corpus for Automatic Stance Detection	May 1, 2020	Fake News DetectionStance Detection	—Unverified
Multilingual Stance Detection in Tweets: The Catalonia Independence Corpus	May 1, 2020	Stance Detection	—Unverified
A Few Topical Tweets are Enough for Effective User-Level Stance Detection	Apr 7, 2020	ClusteringGeneral Classification	—Unverified
Multilingual Stance Detection: The Catalonia Independence Corpus	Mar 31, 2020	Stance Detection	CodeCode Available
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

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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