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

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Showing 101–150 of 343 papers

TitleStatusHype
Automated stance detection in complex topics and small languages: the challenging case of immigration in polarizing news mediaCode0
Stance Detection: A Practical Guide to Classifying Political Beliefs in TextCode1
Can ChatGPT Reproduce Human-Generated Labels? A Study of Social Computing Tasks—0
Examining Temporalities on Stance Detection towards COVID-19 Vaccination—0
Investigating Chain-of-thought with ChatGPT for Stance Detection on Social Media—0
Can we trust the evaluation on ChatGPT?—0
Wearing Masks Implies Refuting Trump?: Towards Target-specific User Stance Prediction across Events in COVID-19 and US Election 2020Code0
ChatGPT: Jack of all trades, master of noneCode1
Hashtag-Guided Low-Resource Tweet ClassificationCode0
Migration Reframed? A multilingual analysis on the stance shift in Europe during the Ukrainian crisis—0
DoubleH: Twitter User Stance Detection via Bipartite Graph Neural Networks—0
Detecting Stance of Authorities towards Rumors in Arabic Tweets: A Preliminary StudyCode0
Few-shot Learning for Cross-Target Stance Detection by Aggregating Multimodal Embeddings—0
MGTAB: A Multi-Relational Graph-Based Twitter Account Detection BenchmarkCode1
How would Stance Detection Techniques Evolve after the Launch of ChatGPT?Code0
Examining Political Rhetoric with Epistemic Stance DetectionCode0
Debiasing Stance Detection Models with Counterfactual Reasoning and Adversarial Bias Learning—0
Improving Stance Detection by Leveraging Measurement Knowledge from Social Sciences: A Case Study of Dutch Political Tweets and Traditional Gender Role Division—0
Legal and Political Stance Detection of SCOTUS LanguageCode0
Leveraging Users' Social Network Embeddings for Fake News Detection on Twitter—0
A Multi-task Model for Sentiment Aided Stance Detection of Climate Change TweetsCode0
Improved Target-specific Stance Detection on Social Media Platforms by Delving into Conversation ThreadsCode0
Contextual information integration for stance detection via cross-attentionCode1
Generative Entity-to-Entity Stance Detection with Knowledge Graph AugmentationCode1
Incongruity Detection between Bangla News Headline and Body Content through Graph Neural Network—0
OpenStance: Real-world Zero-shot Stance DetectionCode0
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
SMM4H 2022 Task 2: Dataset for stance and premise detection in tweets about health mandates related to COVID-19—0
mattica@SMM4H’22: Leveraging sentiment for stance & premise joint learning—0
yiriyou@SMM4H’22: Stance and Premise Classification in Domain Specific Tweets with Dual-View Attention Neural Networks—0
Innovators@SMM4H’22: An Ensembles Approach for Stance and Premise Classification of COVID-19 Health Mandates Tweets—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
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
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
Cascade-based Echo Chamber DetectionCode1
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
PoliBERTweet: A Pre-trained Language Model for Analyzing Political Content on TwitterCode1
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
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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