SOTAVerified

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

Showing 301343 of 343 papers

TitleStatusHype
MITRE at SemEval-2016 Task 6: Transfer Learning for Stance DetectionCode0
MultiClimate: Multimodal Stance Detection on Climate Change VideosCode0
Multi-label and Multi-target Sampling of Machine Annotation for Computational Stance DetectionCode0
Multilingual Stance Detection: The Catalonia Independence CorpusCode0
Multi-Perspective Stance DetectionCode0
On the Benefit of Combining Neural, Statistical and External Features for Fake News IdentificationCode0
Diversity Over Size: On the Effect of Sample and Topic Sizes for Topic-Dependent Argument Mining DatasetsCode0
OpenStance: Real-world Zero-shot Stance DetectionCode0
ORCHID: A Chinese Debate Corpus for Target-Independent Stance Detection and Argumentative Dialogue SummarizationCode0
Political Ideology and Polarization: A Multi-dimensional ApproachCode0
Political Ideology and Polarization of Policy Positions: A Multi-dimensional ApproachCode0
Political Stance in DanishCode0
Putting Context in Context: the Impact of Discussion Structure on Text ClassificationCode0
Semi-supervised Stance Detection of Tweets Via Distant Network SupervisionCode0
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance MetricsCode0
Stance Detection with Bidirectional Conditional EncodingCode0
Stanceformer: Target-Aware Transformer for Stance DetectionCode0
Stance Prediction and Analysis of Twitter data : A case study of Ghana 2020 Presidential ElectionsCode0
Stance Prediction for Contemporary Issues: Data and ExperimentsCode0
Stance Prediction for Russian: Data and AnalysisCode0
Stance Reasoner: Zero-Shot Stance Detection on Social Media with Explicit ReasoningCode0
STANDER: An Expert-Annotated Dataset for News Stance Detection and Evidence RetrievalCode0
STEM: Unsupervised STructural EMbedding for Stance DetectionCode0
STEntConv: Predicting Disagreement with Stance Detection and a Signed Graph Convolutional NetworkCode0
Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance DetectionCode0
TATA: Stance Detection via Topic-Agnostic and Topic-Aware EmbeddingsCode0
The COVMis-Stance dataset: Stance Detection on Twitter for COVID-19 MisinformationCode0
Topic-Guided Sampling For Data-Efficient Multi-Domain Stance DetectionCode0
Tracking the Takes and Trajectories of English-Language News Narratives across Trustworthy and Worrisome WebsitesCode0
Turing at SemEval-2017 Task 8: Sequential Approach to Rumour Stance Classification with Branch-LSTMCode0
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on TweetsCode0
tWT--WT: A Dataset to Assert the Role of Target Entities for Detecting Stance of TweetsCode0
Understanding and Tackling Label Errors in Individual-Level Nature Language UnderstandingCode0
Understanding the Dynamics between Vaping and Cannabis Legalization Using Twitter OpinionsCode0
Unsupervised Belief Representation Learning with Information-Theoretic Variational Graph Auto-EncodersCode0
Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance ClassificationCode0
Voting Booklet Bias: Stance Detection in Swiss Federal CommunicationCode0
Wearing Masks Implies Refuting Trump?: Towards Target-specific User Stance Prediction across Events in COVID-19 and US Election 2020Code0
Why Should This Article Be Deleted? Transparent Stance Detection in Multilingual Wikipedia Editor DiscussionsCode0
WSDMS: Debunk Fake News via Weakly Supervised Detection of Misinforming Sentences with Contextualized Social WisdomCode0
Your Stance is Exposed! Analysing Possible Factors for Stance Detection on Social MediaCode0
Zero-shot Cross-lingual Stance Detection via Adversarial Language AdaptationCode0
Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic RepresentationsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RGTAcc87.8Unverified
2Simple-HGNAcc85.3Unverified
3GCNAcc82.4Unverified
4GATAcc82.2Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF166.58Unverified
2Kochkina et al. 2017Accuracy0.78Unverified
3Bahuleyan and Vechtomova 2017Accuracy0.78Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF183.17Unverified
2Transition MatrixF177.76Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF164.82Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF162.79Unverified
#ModelMetricClaimedVerifiedStatus
1BanglaBERT-DhoroniAccuracy0.64Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF182.1Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF156.97Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF188.06Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF163.96Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF183.11Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF152.76Unverified
#ModelMetricClaimedVerifiedStatus
1COLA+GPT3.5Average F183.4Unverified
#ModelMetricClaimedVerifiedStatus
1BoostingF10.87Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF164.71Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF158.72Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF178.61Unverified
#ModelMetricClaimedVerifiedStatus
1BERTAverage F166Unverified
#ModelMetricClaimedVerifiedStatus
1MUSE + UMAP (Unsupervised)Avg F10.86Unverified
#ModelMetricClaimedVerifiedStatus
1MUSE + UMAP (Unsupervised)Avg F10.84Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF157.47Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF170.98Unverified