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 1–25 of 343 papers

TitleStatusHype
Journalism-Guided Agentic In-Context Learning for News Stance Detection—0
LLMs are Introvert—0
MT2-CSD: A New Dataset and Multi-Semantic Knowledge Fusion Method for Conversational Stance Detection—0
Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems—0
Abstract, Align, Predict: Zero-Shot Stance Detection via Cognitive Inductive Reasoning—0
PolitiSky24: U.S. Political Bluesky Dataset with User Stance Labels—0
Emotion-aware Dual Cross-Attentive Neural Network with Label Fusion for Stance Detection in Misinformative Social Media ContentCode0
What Media Frames Reveal About Stance: A Dataset and Study about Memes in Climate Change Discourse—0
Words That Unite The World: A Unified Framework for Deciphering Central Bank Communications GloballyCode1
Large Language Models Meet Stance Detection: A Survey of Tasks, Methods, Applications, Challenges and Future Directions—0
C-MTCSD: A Chinese Multi-Turn Conversational Stance Detection Dataset—0
Stance-Driven Multimodal Controlled Statement Generation: New Dataset and Task—0
Clarifying Misconceptions in COVID-19 Vaccine Sentiment and Stance Analysis and Their Implications for Vaccine Hesitancy Mitigation: A Systematic Review—0
Sarcasm Detection as a Catalyst: Improving Stance Detection with Cross-Target Capabilities—0
Intermediate-Task Transfer Learning: Leveraging Sarcasm Detection for Stance Detection—0
Limited Effectiveness of LLM-based Data Augmentation for COVID-19 Misinformation Stance Detection—0
Embracing Diversity: A Multi-Perspective Approach with Soft Labels—0
Collaborative Stance Detection via Small-Large Language Model Consistency VerificationCode0
Understanding and Tackling Label Errors in Individual-Level Nature Language UnderstandingCode0
LLM-Enhanced Multiple Instance Learning for Joint Rumor and Stance Detection with Social Context Information—0
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy—0
Rethinking stance detection: A theoretically-informed research agenda for user-level inference using language models—0
Exploring Vision Language Models for Multimodal and Multilingual Stance Detection—0
Tracking the Takes and Trajectories of English-Language News Narratives across Trustworthy and Worrisome WebsitesCode0
FarExStance: Explainable Stance Detection for FarsiCode0
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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