Automatic Stance Detection Using End-to-End Memory Networks
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Abstract (arXiv)
We present a novel end-to-end memory network for stance detection, which jointly (i) predicts whether a document agrees, disagrees, discusses or is unrelated with respect to a given target claim, and also (ii) extracts snippets of evidence for that prediction. The network operates at the paragraph level and integrates convolutional and recurrent neural networks, as well as a similarity matrix as part of the overall architecture. The experimental evaluation on the Fake News Challenge dataset shows state-of-the-art performance.
Key facts. Cited by 14 papers in the map (data through 7 Oct 2026). First posted on arXiv 20 Apr 2018.
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Citing papers per year: 2021: 10; 2022: 2; 2023: 1; 2024: 1.
14 papers.
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- 2021A Survey on Stance Detection for Mis- and Disinformation Identificationcited by 75
- 2021Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resourcescited by 71
- 2021Cross-Domain Label-Adaptive Stance Detectioncited by 30
- 2021Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Trainingcited by 28
- 2021AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact Checkingcited by 8
- 2021Knowledge Grounded Conversational Symptom Detection with Graph Memory Networkscited by 6
- 2021Stance Detection with BERT Embeddings for Credibility Analysis of Information on Social Mediacited by 5
- 2021Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News Textcited by 4
- 2023TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddingscited by 4
- 2021Tribrid: Stance Classification with Neural Inconsistency Detectioncited by 2
- 2022Examining Political Rhetoric with Epistemic Stance Detectioncited by 1
- 2024SocialPET: Socially Informed Pattern Exploiting Training for Few-Shot Stance Detection in Social Mediacited by 1
2 more
- 2024SocialPET: Socially Informed Pattern Exploiting Training for Few-Shot Stance Detection in Social Media8 Mar 2024
- 2023TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddings22 Oct 2023
- 2022Examining Political Rhetoric with Epistemic Stance Detection29 Dec 2022
- 2022Combination Of Convolution Neural Networks And Deep Neural Networks For Fake News Detection15 Oct 2022
- 2021Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resources30 Nov 2021
- 2021Tribrid: Stance Classification with Neural Inconsistency Detection14 Sep 2021
- 2021Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training13 Sep 2021
- 2021Rating Facts under Coarse-to-fine Regimes13 Jul 2021
- 2021Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News Text2 Jun 2021
- 2021Stance Detection with BERT Embeddings for Credibility Analysis of Information on Social Media21 May 2021
- 2021AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact Checking28 Apr 2021
- 2021Cross-Domain Label-Adaptive Stance Detection15 Apr 2021
- 2021A Survey on Stance Detection for Mis- and Disinformation Identificationcited by 75
- 2021Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resourcescited by 71
- 2021Cross-Domain Label-Adaptive Stance Detectioncited by 30
- 2021Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Trainingcited by 28
- 2021AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact Checkingcited by 8
- 2021Knowledge Grounded Conversational Symptom Detection with Graph Memory Networkscited by 6
- 2021Stance Detection with BERT Embeddings for Credibility Analysis of Information on Social Mediacited by 5
- 2021Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News Textcited by 4
- 2023TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddingscited by 4
- 2021Tribrid: Stance Classification with Neural Inconsistency Detectioncited by 2
- 2022Examining Political Rhetoric with Epistemic Stance Detectioncited by 1
- 2024SocialPET: Socially Informed Pattern Exploiting Training for Few-Shot Stance Detection in Social Mediacited by 1
12 most cited of 14 All 14 (JSON)
- 2024SocialPET: Socially Informed Pattern Exploiting Training for Few-Shot Stance Detection in Social Media8 Mar 2024
- 2023TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddings22 Oct 2023
- 2022Examining Political Rhetoric with Epistemic Stance Detection29 Dec 2022
- 2022Combination Of Convolution Neural Networks And Deep Neural Networks For Fake News Detection15 Oct 2022
- 2021Open-Domain, Content-based, Multi-modal Fact-checking of Out-of-Context Images via Online Resources30 Nov 2021
- 2021Tribrid: Stance Classification with Neural Inconsistency Detection14 Sep 2021
- 2021Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training13 Sep 2021
- 2021Rating Facts under Coarse-to-fine Regimes13 Jul 2021
- 2021Who Blames or Endorses Whom? Entity-to-Entity Directed Sentiment Extraction in News Text2 Jun 2021
- 2021Stance Detection with BERT Embeddings for Credibility Analysis of Information on Social Media21 May 2021
- 2021AraStance: A Multi-Country and Multi-Domain Dataset of Arabic Stance Detection for Fact Checking28 Apr 2021
- 2021Cross-Domain Label-Adaptive Stance Detection15 Apr 2021
12 newest of 14 All 14 (JSON)