Papers by Boran Hao
Enhancing Clinical BERT Embedding using a Biomedical Knowledge Base (2020.coling-main)
Copied to clipboard
| Challenge: | Domain knowledge is important for building Natural Language Processing (NLP) systems for low-resource settings, such as in the clinical domain. |
| Approach: | They propose a joint method for adding knowledge base information from the Unified Medical Language System (UMLS) into language model pre-training for some clinical domain corpus. |
| Outcome: | The proposed method outperforms existing models on three clinical domain tasks with no knowledge base information. |