Academic Subject Taxonomy And Hierarchical Filtering

via “hierarchical subject organization and result aggregation”

57-subject knowledge benchmark — 15K+ questions across STEM, humanities, professional domains.

Unique: Implements hierarchical subject organization (57 subjects grouped into 4 major categories: STEM, humanities, social sciences, other) with multi-level result aggregation, enabling both granular subject-level analysis and high-level category comparison in a single evaluation framework

vs others: More structured than flat subject lists and more informative than single overall scores, enabling researchers to identify domain-specific weaknesses and guide targeted model improvements