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
tWT--WT: A Dataset to Assert the Role of Target Entities for Detecting Stance of TweetsCode0
Target-Aware Data Augmentation for Stance Detection—0
Knowledge Enhanced Masked Language Model for Stance DetectionCode1
Stance Detection with BERT Embeddings for Credibility Analysis of Information on Social Media—0
Adversarial Learning for Zero-Shot Stance Detection on Social MediaCode1
AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact CheckingCode0
Cross-Domain Label-Adaptive Stance DetectionCode1
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
“A Little Birdie Told Me ... ” - Inductive Biases for Rumour Stance Detection on Social Media—0
STANDER: An Expert-Annotated Dataset for News Stance Detection and Evidence RetrievalCode0
Unsupervised stance detection for arguments from consequences—0
On the Reliability and Validity of Detecting Approval of Political Actors in Tweets—0
Incorporating Count-Based Features into Pre-Trained Models for Improved Stance DetectionCode0
Unseen Target Stance Detection with Adversarial Domain GeneralizationCode1
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
Linked Credibility Reviews for Explainable Misinformation DetectionCode1
A Token Level Multi-target Stance Detection Dataset—0
A Stance Data Set on Polarized Conversations on Twitter about the Efficacy of Hydroxychloroquine as a Treatment for COVID-19Code1
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
Stance Detection in Web and Social Media: A Comparative StudyCode1
Agreement Prediction of Arguments in Cyber Argumentation for Detecting Stance Polarity and Intensity—0
Enhancing Cross-target Stance Detection with Transferable Semantic-Emotion Knowledge—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
Embeddings-Based Clustering for Target Specific Stances: The Case of a Polarized TurkeyCode1
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
Will-They-Won't-They: A Very Large Dataset for Stance Detection on TwitterCode1
Aspect-Controlled Neural Argument GenerationCode1
A Few Topical Tweets are Enough for Effective User-Level Stance Detection—0
Multilingual Stance Detection: The Catalonia Independence CorpusCode0
X-Stance: A Multilingual Multi-Target Dataset for Stance DetectionCode1
Stance Detection Benchmark: How Robust Is Your Stance Detection?Code1
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