Wonjin Lee

HInT: Hypergraph Infusion at the Structural Layers Improves Table Understanding

Decoder-only large language models (LLMs) struggle with table reasoning because tables must be serialized, obscuring row- and column-level structure. Prior graph and hypergraph approaches encode structure with an external encoder, but their gains are often inconsistent under autoregressive decoding.…