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A DocInsights 2026 shared-task system paper describing EviCalc, a PDF document QA pipeline that pairs evidence passage selection with LLM-generated arithmetic expressions evaluated in local code, reporting 8.61% joint accuracy on DocSem's test set along with descriptive failure analysis, including OCR and block-grouping errors that merged relevant passages.