Ivan Bondarenko

Contrastive fine-tuning to improve generalization in deep NER

2022 · Computational Linguistics and Intellectual Technologies

A novel algorithm of two-stage fine-tuning of a BERT-based language model for more effective named entity recognition is proposed. The first stage is based on training BERT as a Siamese network using a special contrastive …