Papers with mechanized citation validation
GAVEL: Evidence-Contract Debate with Mechanized Scrutiny for Provenance-Grounded Fact-Checking (2026.findings-acl)
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| Challenge: | Evidence-grounded fact-checking requires predicting claim veracity while returning faithful evidence at fine granularity. |
| Approach: | They propose a multi-agent debate framework that enforces evidence grounding throughout inference. |
| Outcome: | The proposed framework improves provenance-aware metrics over existing frameworks. |