Hypergraph as Language

In three linesHyper-Align introduces a hypergraph-native framework for LLMs. The method compiles hypergraph structures into tokens via HIDT-O (hybrid template) and HIP (incidence projector), preserving high-order associations. Evaluated on HyperAlign-Bench, it outperforms existing methods on vertex and hyperedge tasks.

Summary generated by Claude — human-verified