Jouni Luoma

Exploring Cross-sentence Contexts for Named Entity Recognition with BERT

2020

Named entity recognition (NER) is frequently addressed as a sequence classification task with each input consisting of one sentence of text. It is nevertheless clear that useful information for NER is often found also elsewhere …

Multilingual is not enough: BERT for Finnish

2019 · arXiv (Cornell University)

Deep learning-based language models pretrained on large unannotated text corpora have been demonstrated to allow efficient transfer learning for natural language processing, with recent approaches such as the transformer-based BERT model advancing the state of …