Research Article

Leveraging Pretrained Language Models for Enhanced Entity Matching: A Comprehensive Study of Fine-Tuning and Prompt Learning Paradigms

Table 2

Overview of the hyperparameters.

NameBatchEpochLearning rateOptimizerMax gradient normMax length

BeerAdvo-RateBeer8101e − 5AdamW1.0512
iTunes-Amazon8101e − 5AdamW1.0512
DBLP-ACM1651e − 5AdamW1.0512
DBLP-Scholar1651e − 5AdamW1.0512
Amazon-Google1651e − 5AdamW1.0512
Walmart-Amazon1651e − 5AdamW1.0512
Abt-Buy1651e − 5AdamW1.0512