mlsanityData to 7 Oct 2026

UKP-Athene: Multi-Sentence Textual Entailment for Claim Verification

arXiv 1809.01479 ↗First posted 3 Sep 2018cs.IR cs.AI cs.CLcited by 60

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Abstract (arXiv)

The Fact Extraction and VERification (FEVER) shared task was launched to support the development of systems able to verify claims by extracting supporting or refuting facts from raw text. The shared task organizers provide a large-scale dataset for the consecutive steps involved in claim verification, in particular, document retrieval, fact extraction, and claim classification. In this paper, we present our claim verification pipeline approach, which, according to the preliminary results, scored third in the shared task, out of 23 competing systems. For the document retrieval, we implemented a new entity linking approach. In order to be able to rank candidate facts and classify a claim on the basis of several selected facts, we introduce two extensions to the Enhanced LSTM (ESIM).

Key facts. Cited by 60 papers in the map (data through 7 Oct 2026). First posted on arXiv 3 Sep 2018.

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Citing papers per year: 2021: 18; 2022: 18; 2023: 11; 2024: 5; 2025: 5; 2026: 3.

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  1. 2021Get Your Vitamin C! Robust Fact Verification with Contrastive Evidencecited by 222
  2. 2021Automated Fact-Checking for Assisting Human Fact-Checkerscited by 144
  3. 2021A Survey on Stance Detection for Mis- and Disinformation Identificationcited by 75
  4. 2023Do Androids Know They're Only Dreaming of Electric Sheep?cited by 67
  5. 2021DialFact: A Benchmark for Fact-Checking in Dialoguecited by 62
  6. 2021ProoFVer: Natural Logic Theorem Proving for Fact Verificationcited by 52
  7. 2021A Survey on Multimodal Disinformation Detectioncited by 47
  8. 2022Synthetic Disinformation Attacks on Automated Fact Verification Systemscited by 44
  9. 2022GERE: Generative Evidence Retrieval for Fact Verificationcited by 38
  10. 2022Empowering the Fact-checkers! Automatic Identification of Claim Spans on Twittercited by 19
  11. 2021The Role of Context in Detecting Previously Fact-Checked Claimscited by 17
  12. 2023From Chaos to Clarity: Claim Normalization to Empower Fact-Checkingcited by 17
38 more
  1. 2021Topic-Aware Evidence Reasoning and Stance-Aware Aggregation for Fact Verificationcited by 16
  2. 2021A Multi-Level Attention Model for Evidence-Based Fact Checkingcited by 13
  3. 2022RedHOT: A Corpus of Annotated Medical Questions, Experiences, and Claims on Social Mediacited by 13
  4. 2022Claim-Dissector: An Interpretable Fact-Checking System with Joint Re-ranking and Veracity Predictioncited by 12
  5. 2021Exploring Decomposition for Table-based Fact Verificationcited by 11
  6. 2022Calibration of Machine Reading Systems at Scalecited by 11
  7. 2022Natural Logic-guided Autoregressive Multi-hop Document Retrieval for Fact Verificationcited by 11
  8. 2023BEVERS: A General, Simple, and Performant Framework for Automatic Fact Verificationcited by 11
  9. 2024REAL Sampling: Boosting Factuality and Diversity of Open-Ended Generation via Asymptotic Entropycited by 11
  10. 2023Zero-Shot Fact-Checking with Semantic Triples and Knowledge Graphscited by 8
  11. 2022Entity-based Claim Representation Improves Fact-Checking of Medical Content in Tweetscited by 7
  12. 2021Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verificationcited by 6
  13. 2022Data-Efficient Autoregressive Document Retrieval for Fact Verificationcited by 6
  14. 2022Identifying and Characterizing Active Citizens who Refute Misinformation in Social Mediacited by 5
  15. 2022Natural Language Inference with Self-Attention for Veracity Assessment of Pandemic Claimscited by 5
  16. 2022ProVe: A Pipeline for Automated Provenance Verification of Knowledge Graphs against Textual Sourcescited by 5
  17. 2025Adversarial Attacks Against Automated Fact-Checking: A Surveycited by 5
  18. 2025Veri-R1: Toward Precise and Faithful Claim Verification via Online Reinforcement Learningcited by 5
  19. 2022PASTA: A Dataset for Modeling Participant States in Narrativescited by 4
  20. 2023An Entity-based Claim Extraction Pipeline for Real-world Biomedical Fact-checkingcited by 4
  21. 2023Give Me More Details: Improving Fact-Checking with Latent Retrievalcited by 4
  22. 2023Overview of the CLAIMSCAN-2023: Uncovering Truth in Social Media through Claim Detection and Identification of Claim Spanscited by 4
  23. 2023Pipeline and Dataset Generation for Automated Fact-checking in Almost Any Languagecited by 4
  24. 2021WhatTheWikiFact: Fact-Checking Claims Against Wikipediacited by 3
  25. 2022IMCI: Integrate Multi-view Contextual Information for Fact Extraction and Verificationcited by 3
  26. 2022UM6P-CS at SemEval-2022 Task 11: Enhancing Multilingual and Code-Mixed Complex Named Entity Recognition via Pseudo Labels using Multilingual Transformercited by 2
  27. 2024Enabling Contextual Soft Moderation on Social Media through Contrastive Textual Deviationcited by 2
  28. 2021Sattiy at SemEval-2021 Task 9: An Ensemble Solution for Statement Verification and Evidence Finding with Tablescited by 1
  29. 2022LMN at SemEval-2022 Task 11: A Transformer-based System for English Named Entity Recognitioncited by 1
  30. 2023Automated Query Generation for Evidence Collection from Web Search Enginescited by 1
  31. 2023IXA/Cogcomp at SemEval-2023 Task 2: Context-enriched Multilingual Named Entity Recognition using Knowledge Basescited by 1
  32. 2024M3: A Multi-Task Mixed-Objective Learning Framework for Open-Domain Multi-Hop Dense Sentence Retrievalcited by 1
  33. 2024Multi-Evidence based Fact Verification via A Confidential Graph Neural Networkcited by 1
  34. 2025Reasoning Paths as Signals: Augmenting Multi-hop Fact Verification through Structural Reasoning Progressioncited by 1
  35. 2026Contradiction to Consensus: Dual Perspective, Multi Source Retrieval Based Claim Verification with Source Level Disagreement using LLMcited by 1
  36. 2021Few Shot Learning for Information Verificationcited by 0
  37. 2021A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checkingcited by 0
  38. 2021Graph-based Retrieval for Claim Verification over Cross-Document Evidencecited by 0

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