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This work presents VERITYGATE, a four-gate checker for declared evidence IDs, entities, numbers, and claim types, which checks a fixed schema; it does not verify every fact in the prose.
The authors' manual, post-hoc analysis is descriptive: in one inspected case, optical character recognition (OCR) and block grouping merged the relevant passage into another block, and the system answered from unrelated text.
Finding a relevant paper is not the same as producing a verifiable answer from it. LitTraceQA requires canonical paper identifiers, exact evidence at the page or object level, and typed answers that match the evaluator. We call the separation between source access and scorer-visible correctness the grounding contract g...
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