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 51–100 of 343 papers

TitleStatusHype
CoSD: Collaborative Stance Detection with Contrastive Heterogeneous Topic Graph Learning—0
Zero-shot Cross-lingual Stance Detection via Adversarial Language AdaptationCode0
Stance Detection on Social Media with Fine-Tuned Large Language Models—0
SQBC: Active Learning using LLM-Generated Synthetic Data for Stance Detection in Online Political Discussions—0
EcoVerse: An Annotated Twitter Dataset for Eco-Relevance Classification, Environmental Impact Analysis, and Stance DetectionCode0
Investigating the Robustness of Modelling Decisions for Few-Shot Cross-Topic Stance Detection: A Preregistered StudyCode0
Explainable Deep Learning: A Visual Analytics Approach with Transition MatricesCode0
Collaborative Knowledge Infusion for Low-resource Stance Detection—0
EDDA: A Encoder-Decoder Data Augmentation Framework for Zero-Shot Stance DetectionCode0
STEntConv: Predicting Disagreement with Stance Detection and a Signed Graph Convolutional NetworkCode0
Stance Reasoner: Zero-Shot Stance Detection on Social Media with Explicit ReasoningCode0
IUST at ClimateActivism 2024: Towards Optimal Stance Detection: A Systematic Study of Architectural Choices and Data Cleaning TechniquesCode0
A Challenge Dataset and Effective Models for Conversational Stance DetectionCode1
SocialPET: Socially Informed Pattern Exploiting Training for Few-Shot Stance Detection in Social Media—0
Scope of Large Language Models for Mining Emerging Opinions in Online Health Discourse—0
DIVERSE: A Dataset of YouTube Video Comment Stances with a Data Programming Model—0
Benchmarking zero-shot stance detection with FlanT5-XXL: Insights from training data, prompting, and decoding strategies into its near-SoTA performance—0
Z-AGI Labs at ClimateActivism 2024: Stance and Hate Event Detection on Social Media—0
DEEM: Dynamic Experienced Expert Modeling for Stance DetectionCode0
Multi-modal Stance Detection: New Datasets and ModelCode1
Mitigating Biases of Large Language Models in Stance Detection with Counterfactual Augmented CalibrationCode0
Bryndza at ClimateActivism 2024: Stance, Target and Hate Event Detection via Retrieval-Augmented GPT-4 and LLaMACode4
Putting Context in Context: the Impact of Discussion Structure on Text ClassificationCode0
Cross-target Stance Detection by Exploiting Target Analytical Perspectives—0
A Logically Consistent Chain-of-Thought Approach for Stance Detection—0
Identification of Multimodal Stance Towards Frames of CommunicationCode0
InfoPattern: Unveiling Information Propagation Patterns in Social MediaCode0
Evolving Domain Adaptation of Pretrained Language Models for Text Classification—0
Inducing Political Bias Allows Language Models Anticipate Partisan Reactions to Controversies—0
Data and models for stance and premise detection in COVID-19 tweets: insights from the Social Media Mining for Health (SMM4H) 2022 shared taskCode0
Multi-label and Multi-target Sampling of Machine Annotation for Computational Stance DetectionCode0
Chain-of-Thought Embeddings for Stance Detection on Social Media—0
WSDMS: Debunk Fake News via Weakly Supervised Detection of Misinforming Sentences with Contextualized Social WisdomCode0
TATA: Stance Detection via Topic-Agnostic and Topic-Aware EmbeddingsCode0
Stance Detection with Collaborative Role-Infused LLM-Based AgentsCode1
Enhancing Stance Classification on Social Media Using Quantified Moral Foundations—0
Beyond Testers' Biases: Guiding Model Testing with Knowledge Bases using LLMs—0
Why Should This Article Be Deleted? Transparent Stance Detection in Multilingual Wikipedia Editor DiscussionsCode0
Robust Stance Detection: Understanding Public Perceptions in Social Media—0
Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance ClassificationCode0
How to Handle Different Types of Out-of-Distribution Scenarios in Computational Argumentation? A Comprehensive and Fine-Grained Field StudyCode0
Ladder-of-Thought: Using Knowledge as Steps to Elevate Stance Detection—0
Tutorials on Stance Detection using Pre-trained Language Models: Fine-tuning BERT and Prompting Large Language Models—0
Jean-Luc Picard at Touché 2023: Comparing Image Generation, Stance Detection and Feature Matching for Image Retrieval for Arguments—0
Stance Prediction and Analysis of Twitter data : A case study of Ghana 2020 Presidential ElectionsCode0
Knowledge-enhanced Prompt-tuning for Stance Detection—0
Voting Booklet Bias: Stance Detection in Swiss Federal CommunicationCode0
Topic-Guided Sampling For Data-Efficient Multi-Domain Stance DetectionCode0
Guiding Computational Stance Detection with Expanded Stance Triangle FrameworkCode0
Detecting Multidimensional Political Incivility on Social MediaCode0
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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