Transfer Learning for Scientific Data Chain Extraction in Small Chemical Corpus with joint BERT-CRF Model.
Na PangLi QianWeimin LyuJin-Dong YangPublished in: BIRNDL@SIGIR (2019)
Keyphrases
- transfer learning
- scientific data
- crf model
- conditional random fields
- knowledge transfer
- data management
- labeled data
- scientific data sets
- reinforcement learning
- information extraction
- cross domain
- data collection
- active learning
- collaborative filtering
- semi supervised learning
- text classification
- machine learning
- transfer knowledge
- text categorization
- machine learning algorithms
- multi task
- target domain
- text mining
- unlabeled data
- prior knowledge
- data streams
- knn
- maximum likelihood
- image processing
- semi supervised