ClaimRank: Detecting Check-Worthy Claims in Arabic and English
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Abstract (arXiv)
We present ClaimRank, an online system for detecting check-worthy claims. While originally trained on political debates, the system can work for any kind of text, e.g., interviews or regular news articles. Its aim is to facilitate manual fact-checking efforts by prioritizing the claims that fact-checkers should consider first. ClaimRank supports both Arabic and English, it is trained on actual annotations from nine reputable fact-checking organizations (PolitiFact, FactCheck, ABC, CNN, NPR, NYT, Chicago Tribune, The Guardian, and Washington Post), and thus it can mimic the claim selection strategies for each and any of them, as well as for the union of them all.
Key facts. Cited by 27 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: 8; 2022: 7; 2023: 4; 2024: 3; 2025: 1; 2026: 4.
27 papers.
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- 2021Automated Fact-Checking for Assisting Human Fact-Checkerscited by 144
- 2021Automated Fact-Checking: A Surveycited by 55
- 2024Claim Detection for Automated Fact-checking: A Survey on Monolingual, Multilingual and Cross-Lingual Researchcited by 35
- 2021NewsClaims: A New Benchmark for Claim Detection from News with Attribute Knowledgecited by 20
- 2022Empowering the Fact-checkers! Automatic Identification of Claim Spans on Twittercited by 19
- 2021Overview of the CLEF-2019 CheckThat!: Automatic Identification and Verification of Claimscited by 18
- 2022Human-in-the-loop Evaluation for Early Misinformation Detection: A Case Study of COVID-19 Treatmentscited by 14
- 2021SciClops: Detecting and Contextualizing Scientific Claims for Assisting Manual Fact-Checkingcited by 8
- 2022Entity-based Claim Representation Improves Fact-Checking of Medical Content in Tweetscited by 7
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatarcited by 5
- 2022Searching for Structure in Unfalsifiable Claimscited by 4
- 2023Multilingual Detection of Check-Worthy Claims using World Languages and Adapter Fusioncited by 4
15 more
- 2023Overview of the CLAIMSCAN-2023: Uncovering Truth in Social Media through Claim Detection and Identification of Claim Spanscited by 4
- 2021Self-Supervised Claim Identification for Automated Fact Checkingcited by 3
- 2024Diverse, but Divisive: LLMs Can Exaggerate Gender Differences in Opinion Related to Harms of Misinformationcited by 3
- 2022Check-worthy Claim Detection across Topics for Automated Fact-checkingcited by 2
- 2023Leveraging Social Discourse to Measure Check-worthiness of Claims for Fact-checkingcited by 2
- 2021Assessing Effectiveness of Using Internal Signals for Check-Worthy Claim Identification in Unlabeled Data for Automated Fact-Checkingcited by 1
- 2022Z-Index at CheckThat! Lab 2022: Check-Worthiness Identification on Tweet Textcited by 1
- 2025RAVE: Retrieval and Scoring Aware Verifiable Claim Detectioncited by 1
- 2022Entity-Assisted Language Models for Identifying Check-worthy Sentencescited by 0
- 2023MythQA: Query-Based Large-Scale Check-Worthy Claim Detection through Multi-Answer Open-Domain Question Answeringcited by 0
- 2024HYBRINFOX at CheckThat! 2024 -- Task 1: Enhancing Language Models with Structured Information for Check-Worthiness Estimationcited by 0
- 2026ContextClaim: A Context-Driven Paradigm for Verifiable Claim Detectioncited by 0
- 2026Trust but Verify: Introducing DAVinCI -- A Framework for Dual Attribution and Verification in Claim Inference for Language Modelscited by 0
- 2026Calibrating Small Language Models for Claim Check-Worthiness Detectioncited by 0
- 2026VEX-Bench: Benchmarking Verification Complexity of LLM-Generated Misinformationcited by 0
- 2026VEX-Bench: Benchmarking Verification Complexity of LLM-Generated Misinformation28 Sep 2026
- 2026Calibrating Small Language Models for Claim Check-Worthiness Detection31 Aug 2026
- 2026Trust but Verify: Introducing DAVinCI -- A Framework for Dual Attribution and Verification in Claim Inference for Language Models23 Apr 2026
- 2026ContextClaim: A Context-Driven Paradigm for Verifiable Claim Detection31 Mar 2026
- 2025RAVE: Retrieval and Scoring Aware Verifiable Claim Detection19 Sep 2025
- 2024HYBRINFOX at CheckThat! 2024 -- Task 1: Enhancing Language Models with Structured Information for Check-Worthiness Estimation4 Jul 2024
- 2024Diverse, but Divisive: LLMs Can Exaggerate Gender Differences in Opinion Related to Harms of Misinformation29 Jan 2024
- 2024Claim Detection for Automated Fact-checking: A Survey on Monolingual, Multilingual and Cross-Lingual Research22 Jan 2024
- 2023Overview of the CLAIMSCAN-2023: Uncovering Truth in Social Media through Claim Detection and Identification of Claim Spans30 Oct 2023
- 2023Leveraging Social Discourse to Measure Check-worthiness of Claims for Fact-checking17 Sep 2023
- 2023MythQA: Query-Based Large-Scale Check-Worthy Claim Detection through Multi-Answer Open-Domain Question Answering21 Jul 2023
- 2023Multilingual Detection of Check-Worthy Claims using World Languages and Adapter Fusion13 Jan 2023
15 more
- 2022Human-in-the-loop Evaluation for Early Misinformation Detection: A Case Study of COVID-19 Treatments19 Dec 2022
- 2022Check-worthy Claim Detection across Topics for Automated Fact-checking16 Dec 2022
- 2022Entity-Assisted Language Models for Identifying Check-worthy Sentences19 Nov 2022
- 2022Empowering the Fact-checkers! Automatic Identification of Claim Spans on Twitter10 Oct 2022
- 2022Entity-based Claim Representation Improves Fact-Checking of Medical Content in Tweets16 Sep 2022
- 2022Searching for Structure in Unfalsifiable Claims19 Aug 2022
- 2022Z-Index at CheckThat! Lab 2022: Check-Worthiness Identification on Tweet Text15 Jul 2022
- 2021NewsClaims: A New Benchmark for Claim Detection from News with Attribute Knowledge16 Dec 2021
- 2021Assessing Effectiveness of Using Internal Signals for Check-Worthy Claim Identification in Unlabeled Data for Automated Fact-Checking2 Nov 2021
- 2021SciClops: Detecting and Contextualizing Scientific Claims for Assisting Manual Fact-Checking25 Oct 2021
- 2021Overview of the CLEF-2019 CheckThat!: Automatic Identification and Verification of Claims25 Sep 2021
- 2021Automated Fact-Checking: A Survey23 Sep 2021
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatar22 Sep 2021
- 2021Automated Fact-Checking for Assisting Human Fact-Checkers13 Mar 2021
- 2021Self-Supervised Claim Identification for Automated Fact Checking3 Feb 2021
- 2021Automated Fact-Checking for Assisting Human Fact-Checkerscited by 144
- 2021Automated Fact-Checking: A Surveycited by 55
- 2024Claim Detection for Automated Fact-checking: A Survey on Monolingual, Multilingual and Cross-Lingual Researchcited by 35
- 2021NewsClaims: A New Benchmark for Claim Detection from News with Attribute Knowledgecited by 20
- 2022Empowering the Fact-checkers! Automatic Identification of Claim Spans on Twittercited by 19
- 2021Overview of the CLEF-2019 CheckThat!: Automatic Identification and Verification of Claimscited by 18
- 2022Human-in-the-loop Evaluation for Early Misinformation Detection: A Case Study of COVID-19 Treatmentscited by 14
- 2021SciClops: Detecting and Contextualizing Scientific Claims for Assisting Manual Fact-Checkingcited by 8
- 2022Entity-based Claim Representation Improves Fact-Checking of Medical Content in Tweetscited by 7
- 2021A Second Pandemic? Analysis of Fake News About COVID-19 Vaccines in Qatarcited by 5
- 2022Searching for Structure in Unfalsifiable Claimscited by 4
- 2023Multilingual Detection of Check-Worthy Claims using World Languages and Adapter Fusioncited by 4
12 most cited of 27 All 27 (JSON)
- 2026VEX-Bench: Benchmarking Verification Complexity of LLM-Generated Misinformation28 Sep 2026
- 2026Calibrating Small Language Models for Claim Check-Worthiness Detection31 Aug 2026
- 2026Trust but Verify: Introducing DAVinCI -- A Framework for Dual Attribution and Verification in Claim Inference for Language Models23 Apr 2026
- 2026ContextClaim: A Context-Driven Paradigm for Verifiable Claim Detection31 Mar 2026
- 2025RAVE: Retrieval and Scoring Aware Verifiable Claim Detection19 Sep 2025
- 2024HYBRINFOX at CheckThat! 2024 -- Task 1: Enhancing Language Models with Structured Information for Check-Worthiness Estimation4 Jul 2024
- 2024Diverse, but Divisive: LLMs Can Exaggerate Gender Differences in Opinion Related to Harms of Misinformation29 Jan 2024
- 2024Claim Detection for Automated Fact-checking: A Survey on Monolingual, Multilingual and Cross-Lingual Research22 Jan 2024
- 2023Overview of the CLAIMSCAN-2023: Uncovering Truth in Social Media through Claim Detection and Identification of Claim Spans30 Oct 2023
- 2023Leveraging Social Discourse to Measure Check-worthiness of Claims for Fact-checking17 Sep 2023
- 2023MythQA: Query-Based Large-Scale Check-Worthy Claim Detection through Multi-Answer Open-Domain Question Answering21 Jul 2023
- 2023Multilingual Detection of Check-Worthy Claims using World Languages and Adapter Fusion13 Jan 2023
12 newest of 27 All 27 (JSON)