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A reference set assembled from a pipeline's own extracted output scores that pipeline against itself. Wherever the extraction is wrong, the reference is wrong in the same direction, and the evaluation agrees. The reference has to be derived from the source material by someone who did not see the pipeline's answer, and it has to be sampled from the documents that are hard rather than the documents that are typical.