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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 343 papers

TitleStatusHype
MMCoVaR: Multimodal COVID-19 Vaccine Focused Data Repository for Fake News Detection and a Baseline Architecture for Classification—0
Meta-Path-based Fake News Detection Leveraging Multi-level Social Context Information—0
Capturing Stance Dynamics in Social Media: Open Challenges and Research Directions—0
DeInStance: Creating and Evaluating a German Corpus for Fine-Grained Inferred Stance Detection—0
Towards Explainable Fact Checking—0
Legislator Representation Learning with Social Context and Expert KnowledgeCode0
Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph—0
Stance Detection in COVID-19 Tweets—0
Syntopical Graphs for Computational Argumentation Tasks—0
Political Ideology and Polarization of Policy Positions: A Multi-dimensional ApproachCode0
Topic-independent Detection of Dissonance in Short Stance Text—0
Understanding the Dynamics between Vaping and Cannabis Legalization Using Twitter OpinionsCode0
tWT--WT: A Dataset to Assert the Role of Target Entities for Detecting Stance of TweetsCode0
Target-Aware Data Augmentation for Stance Detection—0
Stance Detection with BERT Embeddings for Credibility Analysis of Information on Social Media—0
AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact CheckingCode0
Synthetic Examples Improve Cross-Target Generalization: A Study on Stance Detection on a Twitter corpus.—0
Adversarial Training for News Stance Detection: Leveraging Signals from a Multi-Genre Corpus.—0
A Few Topical Tweets are Enough for Effective User Stance Detection—0
University of Copenhagen Participation in TREC Health Misinformation Track 2020—0
Hate Towards the Political Opponent: A Twitter Corpus Study of the 2020 US Elections on the Basis of Offensive Speech and Stance Detection—0
A Survey on Stance Detection for Mis- and Disinformation Identification—0
Semi-automatic Generation of Multilingual Datasets for Stance Detection in Twitter—0
An Unsupervised Normalization Algorithm for Noisy Text: A Case Study for Information Retrieval and Stance DetectionCode0
COVIDLies: Detecting COVID-19 Misinformation on Social Media—0
Evaluating Unsupervised Representation Learning for Detecting Stances of Fake News—0
QMUL-SDS @ SardiStance: Leveraging Network Interactions to Boost Performance on Stance Detection using Knowledge Graphs—0
Unsupervised stance detection for arguments from consequences—0
On the Reliability and Validity of Detecting Approval of Political Actors in Tweets—0
STANDER: An Expert-Annotated Dataset for News Stance Detection and Evidence RetrievalCode0
“A Little Birdie Told Me ... ” - Inductive Biases for Rumour Stance Detection on Social Media—0
Incorporating Count-Based Features into Pre-Trained Models for Improved Stance DetectionCode0
Measuring What Counts: The case of Rumour Stance Classification—0
Zero-Shot Stance Detection: A Dataset and Model using Generalized Topic RepresentationsCode0
A Hierarchical Decomposable Attention Model for News Stance Detection—0
A Token Level Multi-target Stance Detection Dataset—0
Exploiting stance hierarchies for cost-sensitive stance detection of Web documents—0
#Brexit: Leave or Remain? The Role of User's Community and Diachronic Evolution on Stance DetectionCode0
Fine-Tune Longformer for Jointly Predicting Rumor Stance and Veracity—0
Enhancing Cross-target Stance Detection with Transferable Semantic-Emotion Knowledge—0
Agreement Prediction of Arguments in Cyber Argumentation for Detecting Stance Polarity and Intensity—0
Stance Detection on Social Media: State of the Art and Trends—0
A Unified Feature Representation for Lexical Connotations—0
Stance Prediction for Contemporary Issues: Data and ExperimentsCode0
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance MetricsCode0
French Tweet Corpus for Automatic Stance Detection—0
Multilingual Stance Detection in Tweets: The Catalonia Independence Corpus—0
A Few Topical Tweets are Enough for Effective User-Level Stance Detection—0
Multilingual Stance Detection: The Catalonia Independence CorpusCode0
Taking a Stance on Fake News: Towards Automatic Disinformation Assessment via Deep Bidirectional Transformer Language Models for Stance Detection—0
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All datasetsMGTABRumourEvalFNC-1ARC (AI2 Reasoning Challenge)argminDhoroniemergentiac1ibmcsmtsdPerspectrumpoldeb

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1RGTAcc87.8—Unverified
2Simple-HGNAcc85.3—Unverified
3GCNAcc82.4—Unverified
4GATAcc82.2—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF166.58—Unverified
2Kochkina et al. 2017Accuracy0.78—Unverified
3Bahuleyan and Vechtomova 2017Accuracy0.78—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF183.17—Unverified
2Transition MatrixF177.76—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF164.82—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF162.79—Unverified
#ModelMetricClaimedVerifiedStatus
1BanglaBERT-DhoroniAccuracy0.64—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF182.1—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF156.97—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF188.06—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF163.96—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF183.11—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF152.76—Unverified
#ModelMetricClaimedVerifiedStatus
1COLA+GPT3.5Average F183.4—Unverified
#ModelMetricClaimedVerifiedStatus
1BoostingF10.87—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF164.71—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF158.72—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF178.61—Unverified
#ModelMetricClaimedVerifiedStatus
1BERTAverage F166—Unverified
#ModelMetricClaimedVerifiedStatus
1MUSE + UMAP (Unsupervised)Avg F10.86—Unverified
#ModelMetricClaimedVerifiedStatus
1MUSE + UMAP (Unsupervised)Avg F10.84—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF157.47—Unverified
#ModelMetricClaimedVerifiedStatus
1TESTEDF170.98—Unverified