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 151–200 of 343 papers

TitleStatusHype
Stance Detection and Open Research Avenues—0
The use of the word "\gammapsionναιappaοappaτονια" (femicide) in Greek-speaking Twitter—0
Relational Embeddings for Language Independent Stance Detection—0
Zero-shot stance detection based on cross-domain feature enhancement by contrastive learning—0
mattica@SMM4H’22: Leveraging sentiment for stance & premise joint learning—0
Innovators@SMM4H’22: An Ensembles Approach for Stance and Premise Classification of COVID-19 Health Mandates Tweets—0
SSR: Utilizing Simplified Stance Reasoning Process for Robust Stance Detection—0
基于主题提示学习的零样本立场检测方法(A Topic-based Prompt Learning Method for Zero-Shot Stance Detection)—0
yiriyou@SMM4H’22: Stance and Premise Classification in Domain Specific Tweets with Dual-View Attention Neural Networks—0
SMM4H 2022 Task 2: Dataset for stance and premise detection in tweets about health mandates related to COVID-19—0
Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance DetectionCode0
Singlish Message Paraphrasing: A Joint Task of Creole Translation and Text Normalization—0
Adversarial Learning-based Stance Classifier for COVID-19-related Health PoliciesCode0
Demystifying the COVID-19 vaccine discourse on TwitterCode0
StEduCov: An Explored and Benchmarked Dataset on Stance Detection in Tweets towards Online Education during COVID-19 Pandemic—0
Exploiting Sentiment and Common Sense for Zero-shot Stance DetectionCode0
Catch Me If You Can: Deceiving Stance Detection and Geotagging Models to Protect Privacy of Individuals on Twitter—0
Political Ideology and Polarization: A Multi-dimensional ApproachCode0
Few-Shot Stance Detection via Target-Aware Prompt Distillation—0
RuArg-2022: Argument Mining Evaluation—0
Using Convolution Neural Network with BERT for Stance Detection in Vietnamese—0
Diversity Over Size: On the Effect of Sample and Topic Sizes for Topic-Dependent Argument Mining DatasetsCode0
Bridging the Domain Gap for Stance Detection for the Zulu language—0
Towards Fine-grained Classification of Climate Change related Social Media Text—0
IIITDWD@TamilNLP-ACL2022: Transformer-based approach to classify abusive content in Dravidian Code-mixed text—0
Incorporating Stock Market Signals for Twitter Stance DetectionCode0
Do Dependency Relations Help in the Task of Stance Detection?—0
ExaASC: A General Target-Based Stance Detection Corpus in Arabic LanguageCode0
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on TweetsCode0
A Weakly Supervised Propagation Model for Rumor Verification and Stance Detection with Multiple Instance Learning—0
The COVMis-Stance dataset: Stance Detection on Twitter for COVID-19 MisinformationCode0
Towards Analyzing the Bias of News Recommender Systems Using Sentiment and Stance Detection—0
Learning Stance Embeddings from Signed Social GraphsCode0
Combining Machine Learning with Knowledge Engineering to detect Fake News in Social Networks-a survey—0
ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccination—0
Semi-supervised Stance Detection of Tweets Via Distant Network SupervisionCode0
Stance Quantification: Definition of the Problem—0
A Survey on Stance Detection for Mis- and Disinformation Identification—0
STEM: Unsupervised STructural EMbedding for Stance DetectionCode0
Empirical Evaluation of Topic Zero- and Few-Shot Learning for Stance Dissonance Detection—0
POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection—0
Human-in-the-Loop Disinformation Detection: Stance, Sentiment, or Something Else?—0
Is Stance Detection Topic-Independent and Cross-topic Generalizable? - A Reproduction Study—0
Human Rationales as Attribution Priors for Explainable Stance DetectionCode0
Stance Detection in German News Articles—0
Improving Stance Detection with Multi-Dataset Learning and Knowledge DistillationCode0
Integrating Transformers and Knowledge Graphs for Twitter Stance Detection—0
Is Stance Detection Topic-Independent and Cross-topic Generalizable? -- A Reproduction Study—0
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
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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