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 101–150 of 343 papers

TitleStatusHype
EcoVerse: An Annotated Twitter Dataset for Eco-Relevance Classification, Environmental Impact Analysis, and Stance DetectionCode0
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance DetectionCode0
Identification of Multimodal Stance Towards Frames of CommunicationCode0
Human Rationales as Attribution Priors for Explainable Stance DetectionCode0
Multi-Perspective Stance DetectionCode0
Political Ideology and Polarization: A Multi-dimensional ApproachCode0
Legislator Representation Learning with Social Context and Expert KnowledgeCode0
An Unsupervised Normalization Algorithm for Noisy Text: A Case Study for Information Retrieval and Stance DetectionCode0
StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance MetricsCode0
Your Stance is Exposed! Analysing Possible Factors for Stance Detection on Social MediaCode0
MITRE at SemEval-2016 Task 6: Transfer Learning for Stance DetectionCode0
MeLT: Message-Level Transformer with Masked Document Representations as Pre-Training for Stance DetectionCode0
MultiClimate: Multimodal Stance Detection on Climate Change VideosCode0
Legal and Political Stance Detection of SCOTUS LanguageCode0
Examining Political Rhetoric with Epistemic Stance DetectionCode0
Hashtag-Guided Low-Resource Tweet ClassificationCode0
Multi-label and Multi-target Sampling of Machine Annotation for Computational Stance DetectionCode0
Exploiting Sentiment and Common Sense for Zero-shot Stance DetectionCode0
Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered StudyCode0
A simple but tough-to-beat baseline for the Fake News Challenge stance detection taskCode0
IUST at ClimateActivism 2024: Towards Optimal Stance Detection: A Systematic Study of Architectural Choices and Data Cleaning TechniquesCode0
Incorporating Stock Market Signals for Twitter Stance DetectionCode0
Improving Stance Detection with Multi-Dataset Learning and Knowledge DistillationCode0
FarExStance: Explainable Stance Detection for FarsiCode0
Incorporating Count-Based Features into Pre-Trained Models for Improved Stance DetectionCode0
InfoPattern: Unveiling Information Propagation Patterns in Social MediaCode0
Multilingual Stance Detection: The Catalonia Independence CorpusCode0
Tweets2Stance: Users stance detection exploiting Zero-Shot Learning Algorithms on TweetsCode0
Few-shot Learning for Cross-Target Stance Detection by Aggregating Multimodal Embeddings—0
FAKTA: An Automatic End-to-End Fact Checking System—0
Catch Me If You Can: Deceiving Stance Detection and Geotagging Models to Protect Privacy of Individuals on Twitter—0
Fake news stance detection using stacked ensemble of classifiers—0
Exploring Vision Language Models for Multimodal and Multilingual Stance Detection—0
Exploiting stance hierarchies for cost-sensitive stance detection of Web documents—0
Capturing Stance Dynamics in Social Media: Open Challenges and Research Directions—0
A Few Topical Tweets are Enough for Effective User-Level Stance Detection—0
Capturing Reliable Fine-Grained Sentiment Associations by Crowdsourcing and Best--Worst Scaling—0
Examining Temporalities on Stance Detection towards COVID-19 Vaccination—0
Capturing Reliable Fine-Grained Sentiment Associations by Crowdsourcing and Best-Worst Scaling—0
ArCovidVac: Analyzing Arabic Tweets About COVID-19 Vaccination—0
Evolving Domain Adaptation of Pretrained Language Models for Text Classification—0
Can we trust the evaluation on ChatGPT?—0
Evaluating Unsupervised Representation Learning for Detecting Stances of Fake News—0
Enhancing Zero-shot and Few-shot Stance Detection with Commonsense Knowledge Graph—0
Can Large Language Models Address Open-Target Stance Detection?—0
Adversarial Training for News Stance Detection: Leveraging Signals from a Multi-Genre Corpus.—0
A Crowdsourcing Approach for Annotating Causal Relation Instances in Wikipedia—0
Enhancing Stance Classification on Social Media Using Quantified Moral Foundations—0
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy—0
Can ChatGPT Reproduce Human-Generated Labels? A Study of Social Computing Tasks—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