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 101–125 of 343 papers

Title	Date	Tasks	Status	Hype
Automated stance detection in complex topics and small languages: the challenging case of immigration in polarizing news media	May 22, 2023	Stance Detectiontext-classification	CodeCode Available	0
Stance Detection: A Practical Guide to Classifying Political Beliefs in Text	May 2, 2023	In-Context LearningNatural Language Inference	CodeCode Available	1
Can ChatGPT Reproduce Human-Generated Labels? A Study of Social Computing Tasks	Apr 20, 2023	Sentiment AnalysisStance Detection	—Unverified	0
Examining Temporalities on Stance Detection towards COVID-19 Vaccination	Apr 10, 2023	Stance ClassificationStance Detection	—Unverified	0
Investigating Chain-of-thought with ChatGPT for Stance Detection on Social Media	Apr 6, 2023	Stance Detection	—Unverified	0
Can we trust the evaluation on ChatGPT?	Mar 22, 2023	Language ModelingLanguage Modelling	—Unverified	0
Wearing Masks Implies Refuting Trump?: Towards Target-specific User Stance Prediction across Events in COVID-19 and US Election 2020	Mar 21, 2023	Stance Detection	CodeCode Available	0
ChatGPT: Jack of all trades, master of none	Feb 21, 2023	AllChatbot	CodeCode Available	1
Hashtag-Guided Low-Resource Tweet Classification	Feb 20, 2023	ClassificationSentiment Analysis	CodeCode Available	0
Migration Reframed? A multilingual analysis on the stance shift in Europe during the Ukrainian crisis	Feb 6, 2023	Stance Detection	—Unverified	0
DoubleH: Twitter User Stance Detection via Bipartite Graph Neural Networks	Jan 20, 2023	Graph Neural NetworkStance Classification	—Unverified	0
Detecting Stance of Authorities towards Rumors in Arabic Tweets: A Preliminary Study	Jan 14, 2023	Stance Detection	CodeCode Available	0
Few-shot Learning for Cross-Target Stance Detection by Aggregating Multimodal Embeddings	Jan 11, 2023	Few-Shot LearningStance Detection	—Unverified	0
MGTAB: A Multi-Relational Graph-Based Twitter Account Detection Benchmark	Jan 3, 2023	Node ClassificationStance Detection	CodeCode Available	1
How would Stance Detection Techniques Evolve after the Launch of ChatGPT?	Dec 30, 2022	Language ModellingStance Detection	CodeCode Available	0
Examining Political Rhetoric with Epistemic Stance Detection	Dec 29, 2022	Stance Detection	CodeCode Available	0
Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning	Dec 20, 2022	counterfactualCounterfactual Inference	—Unverified	0
Improving Stance Detection by Leveraging Measurement Knowledge from Social Sciences: A Case Study of Dutch Political Tweets and Traditional Gender Role Division	Dec 13, 2022	Natural Language InferenceStance Detection	—Unverified	0
Legal and Political Stance Detection of SCOTUS Language	Nov 21, 2022	Stance Detection	CodeCode Available	0
Leveraging Users' Social Network Embeddings for Fake News Detection on Twitter	Nov 19, 2022	Fake News DetectionGraph Embedding	—Unverified	0
A Multi-task Model for Sentiment Aided Stance Detection of Climate Change Tweets	Nov 7, 2022	Sentiment AnalysisStance Detection	CodeCode Available	0
Improved Target-specific Stance Detection on Social Media Platforms by Delving into Conversation Threads	Nov 6, 2022	BenchmarkingOpinion Mining	CodeCode Available	0
Contextual information integration for stance detection via cross-attention	Nov 3, 2022	Language ModelingLanguage Modelling	CodeCode Available	1
Generative Entity-to-Entity Stance Detection with Knowledge Graph Augmentation	Nov 2, 2022	ArticlesSentence	CodeCode Available	1
Incongruity Detection between Bangla News Headline and Body Content through Graph Neural Network	Oct 26, 2022	Graph Neural Networkincongruity detection	—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