mlsanityData to 14 Oct 2026

What is the Essence of a Claim? Cross-Domain Claim Identification

arXiv 1704.07203 ↗First posted 24 Apr 2017cs.CLcited by 32

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Abstract (arXiv)

Argument mining has become a popular research area in NLP. It typically includes the identification of argumentative components, e.g. claims, as the central component of an argument. We perform a qualitative analysis across six different datasets and show that these appear to conceptualize claims quite differently. To learn about the consequences of such different conceptualizations of claim for practical applications, we carried out extensive experiments using state-of-the-art feature-rich and deep learning systems, to identify claims in a cross-domain fashion. While the divergent perception of claims in different datasets is indeed harmful to cross-domain classification, we show that there are shared properties on the lexical level as well as system configurations that can help to overcome these gaps.

Key facts. Cited by 32 papers in the map (data through 14 Oct 2026). First posted on arXiv 24 Apr 2017.

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Citing papers per year: 2021: 10; 2022: 4; 2023: 4; 2024: 6; 2025: 4; 2026: 4.

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  1. 2021COVID-Fact: Fact Extraction and Verification of Real-World Claims on COVID-19 Pandemiccited by 100
  2. 2024AFaCTA: Assisting the Annotation of Factual Claim Detection with Reliable LLM Annotatorscited by 28
  3. 2022IAM: A Comprehensive and Large-Scale Dataset for Integrated Argument Mining Taskscited by 23
  4. 2021LESA: Linguistic Encapsulation and Semantic Amalgamation Based Generalised Claim Detection from Online Contentcited by 22
  5. 2022Empowering the Fact-checkers! Automatic Identification of Claim Spans on Twittercited by 19
  6. 2025Towards Effective Extraction and Evaluation of Factual Claimscited by 19
  7. 2021Claim Detection in Biomedical Twitter Postscited by 18
  8. 2021Scientia Potentia Est -- On the Role of Knowledge in Computational Argumentationcited by 17
  9. 2023From Chaos to Clarity: Claim Normalization to Empower Fact-Checkingcited by 17
  10. 2021Key Point Analysis via Contrastive Learning and Extractive Argument Summarizationcited by 16
  11. 2021Generating Informative Conclusions for Argumentative Textscited by 14
  12. 2024Which Side Are You On? A Multi-task Dataset for End-to-End Argument Summarisation and Evaluationcited by 13
20 more
  1. 2024What Makes Medical Claims (Un)Verifiable? Analyzing Entity and Relation Properties for Fact Verificationcited by 10
  2. 2021DESYR: Definition and Syntactic Representation Based Claim Detection on the Webcited by 7
  3. 2022Entity-based Claim Representation Improves Fact-Checking of Medical Content in Tweetscited by 7
  4. 2021On the Role of Images for Analyzing Claims in Social Mediacited by 6
  5. 2022MM-Claims: A Dataset for Multimodal Claim Detection in Social Mediacited by 6
  6. 2024A Hybrid Intelligence Method for Argument Miningcited by 6
  7. 2025Limited Generalizability in Argument Mining: State-Of-The-Art Models Learn Datasets, Not Argumentscited by 5
  8. 2023Overview of the CLAIMSCAN-2023: Uncovering Truth in Social Media through Claim Detection and Identification of Claim Spanscited by 4
  9. 2023Topic Ontologies for Argumentscited by 3
  10. 2021"Sharks are not the threat humans are": Argument Component Segmentation in School Student Essayscited by 2
  11. 2021Multi-Task and Multi-Corpora Training Strategies to Enhance Argumentative Sentence Linking Performancecited by 2
  12. 2023Political claim identification and categorization in a multilingual setting: First experimentscited by 2
  13. 2024TACO -- Twitter Arguments from COnversationscited by 1
  14. 2025A comprehensive study of LLM-based argument classification: from LLAMA through GPT-4o to Deepseek-R1cited by 1
  15. 2026A comprehensive study of LLM-based argument classification: from Llama through DeepSeek to GPT-5.2cited by 1
  16. 2024Exploration of Marker-Based Approaches in Argument Mining through Augmented Natural Languagecited by 0
  17. 2025Medical Argument Mining: Exploitation of Scarce Data Using NLI Systemscited by 0
  18. 2026Comparing and Modeling Argumentation in German Political Communication across Arenascited by 0
  19. 2026Structured Claim-Level Discourse Representations for Dense Health Narrativescited by 0
  20. 2026Inductive Claims Extraction at Scalecited by 0