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Paper · arXiv

ContextClaim: A Context-Driven Paradigm for Verifiable Claim Detection

Automated fact-checking pipelines typically begin with a filtering stage that decides which claims are worth verifying, given that the later evidence retrieval and verification components are expensive to apply at scale. A central task in this stage is verifiable claim detection, which asks whether a statement is in principle checkable against external evidence. Prior work on this task, as well as on the closely related notion of check-worthiness, conditions its decisions only on the claim sentence itself. We argue that this is restrictive, because deciding whether a statement is checkable often depends on identifying the entities and events it mentions, and on whether external informatio...

AuthorsYufeng Li, Rrubaa Panchendrarajan, Arkaitz Zubiaga
Primary categorycs.CL
Published31 March 2026
Last updated at source18 August 2026
cs.CL
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