Kenichi Tayama

Cost-Effective Entity Matching With Large Language Models and Diversity-Aware Example Selection

D-diversity is introduced, a diversity-aware example selection method that selects examples based on differences between entity pairs to improve ICL effectiveness and provide practical insights for applying LLM-based entity matching under limited annotation budgets.