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 151200 of 343 papers

TitleStatusHype
Human Language ModelingCode1
Disentangled Learning of Stance and Aspect Topics for Vaccine Attitude Detection in Social MediaCode1
Bridging the Domain Gap for Stance Detection for the Zulu language0
POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance DetectionCode1
Towards Fine-grained Classification of Climate Change related Social Media Text0
Incorporating Stock Market Signals for Twitter Stance DetectionCode0
IIITDWD@TamilNLP-ACL2022: Transformer-based approach to classify abusive content in Dravidian Code-mixed text0
Do Dependency Relations Help in the Task of Stance Detection?0
JointCL: A Joint Contrastive Learning Framework for Zero-Shot Stance DetectionCode1
ExaASC: A General Target-Based Stance Detection Corpus in Arabic LanguageCode0
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on TweetsCode0
Investigating User Radicalization: A Novel Dataset for Identifying Fine-Grained Temporal Shifts in OpinionCode1
Infusing Knowledge from Wikipedia to Enhance Stance DetectionCode1
A Weakly Supervised Propagation Model for Rumor Verification and Stance Detection with Multiple Instance Learning0
The COVMis-Stance dataset: Stance Detection on Twitter for COVID-19 MisinformationCode0
Towards Analyzing the Bias of News Recommender Systems Using Sentiment and Stance Detection0
Learning Stance Embeddings from Signed Social GraphsCode0
Combining Machine Learning with Knowledge Engineering to detect Fake News in Social Networks-a survey0
ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccination0
Semi-supervised Stance Detection of Tweets Via Distant Network SupervisionCode0
Stance Quantification: Definition of the Problem0
A Survey on Stance Detection for Mis- and Disinformation Identification0
STEM: Unsupervised STructural EMbedding for Stance DetectionCode0
Empirical Evaluation of Topic Zero- and Few-Shot Learning for Stance Dissonance Detection0
POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection0
Human-in-the-Loop Disinformation Detection: Stance, Sentiment, or Something Else?0
Integrating Transformers and Knowledge Graphs for Twitter Stance Detection0
Stance Detection in German News Articles0
Improving Stance Detection with Multi-Dataset Learning and Knowledge DistillationCode0
Is Stance Detection Topic-Independent and Cross-topic Generalizable? - A Reproduction Study0
Human Rationales as Attribution Priors for Explainable Stance DetectionCode0
Is Stance Detection Topic-Independent and Cross-topic Generalizable? -- A Reproduction Study0
Unsupervised Belief Representation Learning with Information-Theoretic Variational Graph Auto-EncodersCode0
MeLT: Message-Level Transformer with Masked Document Representations as Pre-Training for Stance DetectionCode0
MMCoVaR: Multimodal COVID-19 Vaccine Focused Data Repository for Fake News Detection and a Baseline Architecture for Classification0
Meta-Path-based Fake News Detection Leveraging Multi-level Social Context Information0
Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-TrainingCode1
DeInStance: Creating and Evaluating a German Corpus for Fine-Grained Inferred Stance Detection0
Capturing Stance Dynamics in Social Media: Open Challenges and Research Directions0
Towards Explainable Fact Checking0
Legislator Representation Learning with Social Context and Expert KnowledgeCode0
Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph0
P-Stance: A Large Dataset for Stance Detection in Political DomainCode1
A Multi-Task Learning Framework for Multi-Target Stance DetectionCode1
Stance Detection in COVID-19 Tweets0
Syntopical Graphs for Computational Argumentation Tasks0
Political Ideology and Polarization of Policy Positions: A Multi-dimensional ApproachCode0
Exploring Summarization to Enhance Headline Stance DetectionCode1
Topic-independent Detection of Dissonance in Short Stance Text0
Understanding the Dynamics between Vaping and Cannabis Legalization Using Twitter OpinionsCode0
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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