Preprint Open access
Is This Evidence Decision-Critical? Learning to Verify Rule-Governed Decisions
Rule-based reasoning, as in eligibility checks and contract reviews, requires language models to assess evidence against individual conditions and combine their judgments under explicit rules. Errors in evidence assessment can leave a decision unchanged, but misinterpreting or overlooking decision-critical evidence can …