Ehsan Hoseinzade

LLMs can be effectively combined with graph-based methods to capture both semantic and structural information in tables, leading to state-of-the-art performance in table annotation tasks.

Achieve strong zero-shot performance in semantic column type detection by fine-tuning LLMs on synthetically generated pseudo-tables tailored to specific domains.