Papers with claim verification system
SciTrue: Evidence-Grounded Claim Verification in Science (2026.eacl-demo)
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| Challenge: | Existing systems often exhibit unverifiable attributions, shallow evidence mapping, and hallucinated citations. |
| Approach: | They propose a claim verification system that provides source-level accountability and evidence traceability. |
| Outcome: | SciTrue outperforms RAG-based baselines in summary traceability, attribution accuracy, and context alignment in a human evaluation of 300 attributions. |