Research questionHow can we build scalable, coherent, and faithful event taxonomies from ancient Chinese historical texts?Manual taxonomy construction from historical corpora is expensive and difficult to scale, while language models can miss culturally grounded relationships in non-English settings. The resulting hierarchy must organize events coherently without introducing unsupported concepts.