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Kazuaki Akashi

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Open access 2026

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.

Kazuaki Akashi, Manami Ogawa, Kenichi Tayama · IEEE Access · 0 citations