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 176–200 of 343 papers

Title	Date	Tasks	Status	Hype
Human-in-the-Loop Disinformation Detection: Stance, Sentiment, or Something Else?	Nov 9, 2021	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	—Unverified	0
Integrating Transformers and Knowledge Graphs for Twitter Stance Detection	Nov 1, 2021	Knowledge GraphsKnowledge Probing	—Unverified	0
Stance Detection in German News Articles	Nov 1, 2021	ArticlesFake News Detection	—Unverified	0
Improving Stance Detection with Multi-Dataset Learning and Knowledge Distillation	Nov 1, 2021	Knowledge DistillationStance Detection	CodeCode Available	0
Is Stance Detection Topic-Independent and Cross-topic Generalizable? - A Reproduction Study	Nov 1, 2021	SpecificityStance Detection	—Unverified	0
Human Rationales as Attribution Priors for Explainable Stance Detection	Nov 1, 2021	Stance Detection	CodeCode Available	0
Is Stance Detection Topic-Independent and Cross-topic Generalizable? -- A Reproduction Study	Oct 14, 2021	SpecificityStance Detection	—Unverified	0
Unsupervised Belief Representation Learning with Information-Theoretic Variational Graph Auto-Encoders	Oct 1, 2021	Representation LearningStance Detection	CodeCode Available	0
MeLT: Message-Level Transformer with Masked Document Representations as Pre-Training for Stance Detection	Sep 16, 2021	AttributeLanguage Modeling	CodeCode Available	0
MMCoVaR: Multimodal COVID-19 Vaccine Focused Data Repository for Fake News Detection and a Baseline Architecture for Classification	Sep 14, 2021	ArticlesFake News Detection	—Unverified	0
Meta-Path-based Fake News Detection Leveraging Multi-level Social Context Information	Sep 13, 2021	Fake News DetectionStance Detection	—Unverified	0
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training	Sep 13, 2021	Stance Detection	CodeCode Available	1
DeInStance: Creating and Evaluating a German Corpus for Fine-Grained Inferred Stance Detection	Sep 1, 2021	Stance Detection	—Unverified	0
Capturing Stance Dynamics in Social Media: Open Challenges and Research Directions	Sep 1, 2021	Opinion MiningStance Detection	—Unverified	0
Towards Explainable Fact Checking	Aug 23, 2021	Decision MakingFact Checking	—Unverified	0
Legislator Representation Learning with Social Context and Expert Knowledge	Aug 9, 2021	Representation LearningStance Detection	CodeCode Available	0
Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph	Aug 1, 2021	Few-Shot Stance DetectionStance Detection	—Unverified	0
P-Stance: A Large Dataset for Stance Detection in Political Domain	Aug 1, 2021	Stance Detection	CodeCode Available	1
A Multi-Task Learning Framework for Multi-Target Stance Detection	Aug 1, 2021	Multi-Task LearningStance Detection	CodeCode Available	1
Stance Detection in COVID-19 Tweets	Aug 1, 2021	Domain AdaptationStance Detection	—Unverified	0
Syntopical Graphs for Computational Argumentation Tasks	Aug 1, 2021	Stance Detection	—Unverified	0
Political Ideology and Polarization of Policy Positions: A Multi-dimensional Approach	Jun 28, 2021	ArticlesStance Detection	CodeCode Available	0
Exploring Summarization to Enhance Headline Stance Detection	Jun 20, 2021	Fake News DetectionMisinformation	CodeCode Available	1
Topic-independent Detection of Dissonance in Short Stance Text	Jun 16, 2021	Stance Detection	—Unverified	0
Understanding the Dynamics between Vaping and Cannabis Legalization Using Twitter Opinions	Jun 4, 2021	Stance DetectionWeakly-supervised Learning	CodeCode Available	0

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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