Will-They-Won't-They: A Very Large Dataset for Stance Detection on Twitter
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Abstract (arXiv)
We present a new challenging stance detection dataset, called Will-They-Won't-They (WT-WT), which contains 51,284 tweets in English, making it by far the largest available dataset of the type. All the annotations are carried out by experts; therefore, the dataset constitutes a high-quality and reliable benchmark for future research in stance detection. Our experiments with a wide range of recent state-of-the-art stance detection systems show that the dataset poses a strong challenge to existing models in this domain.
Key facts. Cited by 53 papers in the map (data through 7 Oct 2026). First posted on arXiv 1 May 2020.
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Citing papers per year: 2021: 4; 2022: 9; 2023: 8; 2024: 16; 2025: 10; 2026: 6.
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- 2023Stance Detection with Collaborative Role-Infused LLM-Based Agentscited by 53
- 2021Cross-Domain Label-Adaptive Stance Detectioncited by 30
- 2024Multi-modal Stance Detection: New Datasets and Modelcited by 18
- 2024A Challenge Dataset and Effective Models for Conversational Stance Detectioncited by 17
- 2022Improved Target-specific Stance Detection on Social Media Platforms by Delving into Conversation Threadscited by 16
- 2023MGTAB: A Multi-Relational Graph-Based Twitter Account Detection Benchmarkcited by 16
- 2023Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance Classificationcited by 16
- 2021Investigating label suggestions for opinion mining in German Covid-19 social mediacited by 15
- 2024DEEM: Dynamic Experienced Expert Modeling for Stance Detectioncited by 12
- 2024Multimodal Multi-turn Conversation Stance Detection: A Challenge Dataset and Effective Modelcited by 12
- 2025Zero-Shot Conversational Stance Detection: Dataset and Approachescited by 11
- 2024Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Futurecited by 10
38 more
- 2024Can Large Language Models Address Open-Target Stance Detection?cited by 10
- 2021STEM: Unsupervised STructural EMbedding for Stance Detectioncited by 9
- 2022Stanceosaurus: Classifying Stance Towards Multilingual Misinformationcited by 8
- 2024A Survey of Stance Detection on Social Media: New Directions and Perspectivescited by 8
- 2026Unveiling the Cognitive Compass: Theory-of-Mind-Guided Multimodal Emotion Reasoningcited by 8
- 2022OpenStance: Real-world Zero-shot Stance Detectioncited by 7
- 2024Zero-shot Sentiment Analysis in Low-Resource Languages Using a Multilingual Sentiment Lexiconcited by 7
- 2024MultiClimate: Multimodal Stance Detection on Climate Change Videoscited by 7
- 2022Generative Entity-to-Entity Stance Detection with Knowledge Graph Augmentationcited by 6
- 2022Contextual information integration for stance detection via cross-attentioncited by 6
- 2024Dive into the Chasm: Probing the Gap between In- and Cross-Topic Generalizationcited by 6
- 2023Evolving Domain Adaptation of Pretrained Language Models for Text Classificationcited by 5
- 2025Large Language Models Meet Stance Detection: A Survey of Tasks, Methods, Applications, Challenges and Future Directionscited by 5
- 2021Capturing Stance Dynamics in Social Media: Open Challenges and Research Directionscited by 4
- 2023Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detectioncited by 4
- 2024MAGPIE: Multi-Task Media-Bias Analysis Generalization for Pre-Trained Identification of Expressionscited by 4
- 2022Semi-supervised Stance Detection of Tweets Via Distant Network Supervisioncited by 3
- 2024Cross-Target Stance Detection: A Survey of Techniques, Datasets, and Challengescited by 3
- 2025MSME: A Multi-Stage Multi-Expert Framework for Zero-Shot Stance Detectioncited by 3
- 2022Language Independent Stance Detection: Social Interaction-based Embeddings and Large Language Modelscited by 2
- 2023Stand for Something or Fall for Everything: Predict Misinformation Spread with Stance-Aware Graph Neural Networkscited by 2
- 2024DIVERSE: A Dataset of YouTube Video Comment Stances with a Data Programming Modelcited by 2
- 2025PolitiSky24: U.S. Political Bluesky Dataset with User Stance Labelscited by 2
- 2022Zero-shot stance detection based on cross-domain feature enhancement by contrastive learningcited by 1
- 2023Can We Identify Stance Without Target Arguments? A Study for Rumour Stance Classificationcited by 1
- 2024InfFeed: Influence Functions as a Feedback to Improve the Performance of Subjective Taskscited by 1
- 2024Zero-shot Cross-lingual Stance Detection via Adversarial Language Adaptationcited by 1
- 2024FarExStance: Explainable Stance Detection for Farsicited by 1
- 2025Stance-Driven Multimodal Controlled Statement Generation: New Dataset and Taskcited by 1
- 2025Op-Fed: Opinion, Stance, and Monetary Policy Annotations on FOMC Transcripts Using Active Learningcited by 1
- 2026Content Fuzzing for Escaping Information Cocoons on Digital Social Mediacited by 1
- 2022Distant finetuning with discourse relations for stance classificationcited by 0
- 2023UstanceBR: a social media language resource for stance predictioncited by 0
- 2025MLSD: A Novel Few-Shot Learning Approach to Enhance Cross-Target and Cross-Domain Stance Detectioncited by 0
- 2025Multilingual Target-Stance Extractioncited by 0
- 2025LASTIST: LArge-Scale Target-Independent STance datasetcited by 0
- 2025PRISM of Opinions: A Persona-Reasoned Multimodal Framework for User-centric Conversational Stance Detectioncited by 0
- 2026Contextualized Prompting For Stance Detection On Social Mediacited by 0
50 most cited of 53 All 53 (JSON)
- 2026From Two Passes to One: Compact and Efficient Target-Stance Extraction5 Sep 2026
- 2026Rationale-Guided Knowledge Distillation for Cross-Lingual Stance Detection21 Jul 2026
- 2026Zero-shot Tweet-Level Stance Detection Enhanced by External Knowledge and Reflective Chain-of-Thought Reasoning25 Jun 2026
- 2026Contextualized Prompting For Stance Detection On Social Media4 Jun 2026
- 2026Content Fuzzing for Escaping Information Cocoons on Digital Social Media7 Apr 2026
- 2026Unveiling the Cognitive Compass: Theory-of-Mind-Guided Multimodal Emotion Reasoning1 Feb 2026
- 2025MSME: A Multi-Stage Multi-Expert Framework for Zero-Shot Stance Detection4 Dec 2025
- 2025PRISM of Opinions: A Persona-Reasoned Multimodal Framework for User-centric Conversational Stance Detection15 Nov 2025
- 2025LASTIST: LArge-Scale Target-Independent STance dataset28 Oct 2025
- 2025Multilingual Target-Stance Extraction25 Oct 2025
- 2025Op-Fed: Opinion, Stance, and Monetary Policy Annotations on FOMC Transcripts Using Active Learning16 Sep 2025
- 2025MLSD: A Novel Few-Shot Learning Approach to Enhance Cross-Target and Cross-Domain Stance Detection3 Sep 2025
38 more
- 2025Zero-Shot Conversational Stance Detection: Dataset and Approaches21 Jun 2025
- 2025PolitiSky24: U.S. Political Bluesky Dataset with User Stance Labels9 Jun 2025
- 2025Large Language Models Meet Stance Detection: A Survey of Tasks, Methods, Applications, Challenges and Future Directions13 May 2025
- 2025Stance-Driven Multimodal Controlled Statement Generation: New Dataset and Task4 Apr 2025
- 2024FarExStance: Explainable Stance Detection for Farsi18 Dec 2024
- 2024MultiClimate: Multimodal Stance Detection on Climate Change Videos26 Sep 2024
- 2024A Survey of Stance Detection on Social Media: New Directions and Perspectives24 Sep 2024
- 2024Cross-Target Stance Detection: A Survey of Techniques, Datasets, and Challenges20 Sep 2024
- 2024Multimodal Multi-turn Conversation Stance Detection: A Challenge Dataset and Effective Model1 Sep 2024
- 2024Can Large Language Models Address Open-Target Stance Detection?30 Aug 2024
- 2024Zero-shot Cross-lingual Stance Detection via Adversarial Language Adaptation22 Apr 2024
- 2024A Challenge Dataset and Effective Models for Conversational Stance Detection17 Mar 2024
- 2024DIVERSE: A Dataset of YouTube Video Comment Stances with a Data Programming Model5 Mar 2024
- 2024Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Future28 Feb 2024
- 2024MAGPIE: Multi-Task Media-Bias Analysis Generalization for Pre-Trained Identification of Expressions27 Feb 2024
- 2024DEEM: Dynamic Experienced Expert Modeling for Stance Detection23 Feb 2024
- 2024InfFeed: Influence Functions as a Feedback to Improve the Performance of Subjective Tasks22 Feb 2024
- 2024Multi-modal Stance Detection: New Datasets and Model22 Feb 2024
- 2024Zero-shot Sentiment Analysis in Low-Resource Languages Using a Multilingual Sentiment Lexicon3 Feb 2024
- 2024Dive into the Chasm: Probing the Gap between In- and Cross-Topic Generalization2 Feb 2024
- 2023UstanceBR: a social media language resource for stance prediction11 Dec 2023
- 2023Evolving Domain Adaptation of Pretrained Language Models for Text Classification16 Nov 2023
- 2023Stance Detection with Collaborative Role-Infused LLM-Based Agents16 Oct 2023
- 2023Stand for Something or Fall for Everything: Predict Misinformation Spread with Stance-Aware Graph Neural Networks4 Oct 2023
- 2023Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance Classification24 Sep 2023
- 2023Topic-Guided Sampling For Data-Efficient Multi-Domain Stance Detection1 Jun 2023
- 2023Can We Identify Stance Without Target Arguments? A Study for Rumour Stance Classification22 Mar 2023
- 2023MGTAB: A Multi-Relational Graph-Based Twitter Account Detection Benchmark3 Jan 2023
- 2022Improved Target-specific Stance Detection on Social Media Platforms by Delving into Conversation Threads6 Nov 2022
- 2022Contextual information integration for stance detection via cross-attention3 Nov 2022
- 2022Generative Entity-to-Entity Stance Detection with Knowledge Graph Augmentation2 Nov 2022
- 2022Stanceosaurus: Classifying Stance Towards Multilingual Misinformation28 Oct 2022
- 2022OpenStance: Real-world Zero-shot Stance Detection25 Oct 2022
- 2022Language Independent Stance Detection: Social Interaction-based Embeddings and Large Language Models11 Oct 2022
- 2022Zero-shot stance detection based on cross-domain feature enhancement by contrastive learning7 Oct 2022
- 2022Distant finetuning with discourse relations for stance classification27 Apr 2022
- 2022Semi-supervised Stance Detection of Tweets Via Distant Network Supervision3 Jan 2022
- 2021STEM: Unsupervised STructural EMbedding for Stance Detection1 Dec 2021
50 newest of 53 All 53 (JSON)
- 2021Cross-Domain Label-Adaptive Stance Detectioncited by 30
- 2024Multi-modal Stance Detection: New Datasets and Modelcited by 18
- 2024A Challenge Dataset and Effective Models for Conversational Stance Detectioncited by 17
- 2022Improved Target-specific Stance Detection on Social Media Platforms by Delving into Conversation Threadscited by 16
- 2023MGTAB: A Multi-Relational Graph-Based Twitter Account Detection Benchmarkcited by 16
- 2023Prompting and Fine-Tuning Open-Sourced Large Language Models for Stance Classificationcited by 16
- 2021Investigating label suggestions for opinion mining in German Covid-19 social mediacited by 15
- 2024DEEM: Dynamic Experienced Expert Modeling for Stance Detectioncited by 12
- 2024Multimodal Multi-turn Conversation Stance Detection: A Challenge Dataset and Effective Modelcited by 12
- 2025Zero-Shot Conversational Stance Detection: Dataset and Approachescited by 11
- 2024Social Intelligence Data Infrastructure: Structuring the Present and Navigating the Futurecited by 10
- 2024Can Large Language Models Address Open-Target Stance Detection?cited by 10
12 most cited of 50 All 50 (JSON)
- 2026From Two Passes to One: Compact and Efficient Target-Stance Extraction5 Sep 2026
- 2026Rationale-Guided Knowledge Distillation for Cross-Lingual Stance Detection21 Jul 2026
- 2026Contextualized Prompting For Stance Detection On Social Media4 Jun 2026
- 2026Content Fuzzing for Escaping Information Cocoons on Digital Social Media7 Apr 2026
- 2025MSME: A Multi-Stage Multi-Expert Framework for Zero-Shot Stance Detection4 Dec 2025
- 2025PRISM of Opinions: A Persona-Reasoned Multimodal Framework for User-centric Conversational Stance Detection15 Nov 2025
- 2025LASTIST: LArge-Scale Target-Independent STance dataset28 Oct 2025
- 2025Multilingual Target-Stance Extraction25 Oct 2025
- 2025Op-Fed: Opinion, Stance, and Monetary Policy Annotations on FOMC Transcripts Using Active Learning16 Sep 2025
- 2025MLSD: A Novel Few-Shot Learning Approach to Enhance Cross-Target and Cross-Domain Stance Detection3 Sep 2025
- 2025Zero-Shot Conversational Stance Detection: Dataset and Approaches21 Jun 2025
- 2025PolitiSky24: U.S. Political Bluesky Dataset with User Stance Labels9 Jun 2025
12 newest of 50 All 50 (JSON)