Figure 1: Overview of FINFIRST construction pipeline: Data Preprocessing derives a taxonomy,
coverage blueprint, and source map from real-world financial scenarios; Data Construction engages
over 50 finance experts to iteratively author tasks, balance coverage, construct evidence-grounded ref-
erence packages, and define atomic rubrics; and Quality Control applies a 6-stage filtering procedure,
yielding a final set of 123 verified questions.