A comparative study of pre-trained language models for named entity recognition in clinical trial eligibility criteria from multiple corpora.
Jianfu LiQiang WeiOmid GhiasvandMiao ChenVictor S. LobanovChunhua WengHua XuPublished in: BMC Medical Informatics Decis. Mak. (2022)
Keyphrases
- language model
- named entity recognition
- natural language processing
- information extraction
- language modeling
- clinical trials
- pre trained
- annotated corpus
- named entities
- n gram
- conditional random fields
- retrieval model
- query expansion
- text summarization
- speech recognition
- probabilistic model
- information retrieval
- maximum entropy
- natural language
- semi supervised
- query terms
- expert systems
- training examples
- text mining
- pairwise
- image segmentation
- artificial intelligence