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 76–100 of 343 papers

Title	Date	Tasks	Status	Hype
Identification of Multimodal Stance Towards Frames of Communication	Dec 1, 2023	Stance Detection	CodeCode Available	0
InfoPattern: Unveiling Information Propagation Patterns in Social Media	Nov 27, 2023	Red TeamingStance Detection	CodeCode Available	0
Evolving Domain Adaptation of Pretrained Language Models for Text Classification	Nov 16, 2023	Domain AdaptationStance Detection	—Unverified	0
Inducing Political Bias Allows Language Models Anticipate Partisan Reactions to Controversies	Nov 16, 2023	Stance Detection	—Unverified	0
Data and models for stance and premise detection in COVID-19 tweets: insights from the Social Media Mining for Health (SMM4H) 2022 shared task	Nov 14, 2023	Argument MiningStance Detection	CodeCode Available	0
Multi-label and Multi-target Sampling of Machine Annotation for Computational Stance Detection	Nov 8, 2023	Stance Detection	CodeCode Available	0
Chain-of-Thought Embeddings for Stance Detection on Social Media	Oct 30, 2023	Stance Detection	CodeCode Available	0
WSDMS: Debunk Fake News via Weakly Supervised Detection of Misinforming Sentences with Contextualized Social Wisdom	Oct 25, 2023	ArticlesMisinformation	CodeCode Available	0
TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddings	Oct 22, 2023	ArticlesContrastive Learning	CodeCode Available	0
Stance Detection with Collaborative Role-Infused LLM-Based Agents	Oct 16, 2023	CoLAStance Detection	CodeCode Available	1
Enhancing Stance Classification on Social Media Using Quantified Moral Foundations	Oct 15, 2023	ClassificationStance Classification	—Unverified	0
Beyond Testers' Biases: Guiding Model Testing with Knowledge Bases using LLMs	Oct 14, 2023	Stance Detection	—Unverified	0
Why Should This Article Be Deleted? Transparent Stance Detection in Multilingual Wikipedia Editor Discussions	Oct 9, 2023	Decision MakingStance Detection	CodeCode Available	0
Robust Stance Detection: Understanding Public Perceptions in Social Media	Sep 26, 2023	Contrastive Learningcounterfactual	—Unverified	0
Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance Classification	Sep 24, 2023	ClassificationSentence	CodeCode Available	0
How to Handle Different Types of Out-of-Distribution Scenarios in Computational Argumentation? A Comprehensive and Fine-Grained Field Study	Sep 15, 2023	Argument MiningIn-Context Learning	CodeCode Available	0
Ladder-of-Thought: Using Knowledge as Steps to Elevate Stance Detection	Aug 31, 2023	Stance Detection	—Unverified	0
Tutorials on Stance Detection using Pre-trained Language Models: Fine-tuning BERT and Prompting Large Language Models	Jul 28, 2023	Stance Detection	—Unverified	0
Jean-Luc Picard at Touché 2023: Comparing Image Generation, Stance Detection and Feature Matching for Image Retrieval for Arguments	Jul 18, 2023	Image GenerationImage Retrieval	—Unverified	0
Stance Prediction and Analysis of Twitter data : A case study of Ghana 2020 Presidential Elections	Jun 25, 2023	regressionSentiment Analysis	CodeCode Available	0
Knowledge-enhanced Prompt-tuning for Stance Detection	Jun 16, 2023	Opinion MiningStance Detection	—Unverified	0
Voting Booklet Bias: Stance Detection in Swiss Federal Communication	Jun 15, 2023	Stance Detection	CodeCode Available	0
Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detection	Jun 1, 2023	Contrastive LearningDomain Adaptation	CodeCode Available	0
Guiding Computational Stance Detection with Expanded Stance Triangle Framework	May 31, 2023	Stance Detection	CodeCode Available	0
Detecting Multidimensional Political Incivility on Social Media	May 24, 2023	Stance Detection	CodeCode Available	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