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	Score
EcoVerse: An Annotated Twitter Dataset for Eco-Relevance Classification, Environmental Impact Analysis, and Stance Detection	Apr 8, 2024	Sentiment AnalysisStance Detection	CodeCode Available	5
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance Detection	Mar 23, 2024	Data AugmentationDecoder	CodeCode Available	5
How would Stance Detection Techniques Evolve after the Launch of ChatGPT?	Dec 30, 2022	Language ModellingStance Detection	CodeCode Available	5
Identification of Multimodal Stance Towards Frames of Communication	Dec 1, 2023	Stance Detection	CodeCode Available	5
A simple but tough-to-beat baseline for the Fake News Challenge stance detection task	Jul 11, 2017	Fact CheckingMisinformation	CodeCode Available	5
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	5
Legislator Representation Learning with Social Context and Expert Knowledge	Aug 9, 2021	Representation LearningStance Detection	CodeCode Available	5
An Unsupervised Normalization Algorithm for Noisy Text: A Case Study for Information Retrieval and Stance Detection	Jan 9, 2021	Information RetrievalOptical Character Recognition (OCR)	CodeCode Available	5
Stance Prediction for Russian: Data and Analysis	Sep 5, 2018	ClassificationGeneral Classification	CodeCode Available	5
Stance Reasoner: Zero-Shot Stance Detection on Social Media with Explicit Reasoning	Mar 22, 2024	Few-Shot Stance DetectionIn-Context Learning	CodeCode Available	5
Guiding Computational Stance Detection with Expanded Stance Triangle Framework	May 31, 2023	Stance Detection	CodeCode Available	5
TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddings	Oct 22, 2023	ArticlesContrastive Learning	CodeCode Available	5
Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detection	Jun 1, 2023	Contrastive LearningDomain Adaptation	CodeCode Available	5
ExaASC: A General Target-Based Stance Detection Corpus in Arabic Language	Apr 29, 2022	Stance Detection	CodeCode Available	5
Examining Political Rhetoric with Epistemic Stance Detection	Dec 29, 2022	Stance Detection	CodeCode Available	5
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on Tweets	Apr 22, 2022	Stance DetectionZero-Shot Learning	CodeCode Available	5
Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices	Mar 29, 2024	Deep LearningExplainable Artificial Intelligence (XAI)	CodeCode Available	5
Exploiting Sentiment and Common Sense for Zero-shot Stance Detection	Aug 18, 2022	Common Sense ReasoningStance Detection	CodeCode Available	5
A Richly Annotated Corpus for Different Tasks in Automated Fact-Checking	Oct 29, 2019	BIG-bench Machine LearningFact Checking	CodeCode Available	5
Hashtag-Guided Low-Resource Tweet Classification	Feb 20, 2023	ClassificationSentiment Analysis	CodeCode Available	5
Improved Target-specific Stance Detection on Social Media Platforms by Delving into Conversation Threads	Nov 6, 2022	BenchmarkingOpinion Mining	CodeCode Available	5
Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance Classification	Sep 24, 2023	ClassificationSentence	CodeCode Available	5
Legal and Political Stance Detection of SCOTUS Language	Nov 21, 2022	Stance Detection	CodeCode Available	5
FarExStance: Explainable Stance Detection for Farsi	Dec 18, 2024	parameter-efficient fine-tuningStance Detection	CodeCode Available	5
Your Stance is Exposed! Analysing Possible Factors for Stance Detection on Social Media	Aug 8, 2019	Stance Detection	CodeCode Available	5

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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