A Survey of Active Learning for Natural Language Processing.
Zhisong ZhangEmma StrubellEduard H. HovyPublished in: CoRR (2022)
Keyphrases
- active learning
- natural language processing
- machine learning
- computational linguistics
- information extraction
- knowledge representation
- text mining
- natural language
- language processing
- machine translation
- free text
- named entity recognition
- learning strategies
- semi supervised
- text summarization
- question answering
- training examples
- text processing
- labeled data
- supervised learning
- imbalanced data classification
- semantic relations
- random sampling
- semantic analysis
- wordnet
- training set
- selective sampling
- artificial intelligence
- active learning strategies
- named entities
- ontology learning
- learning algorithm
- transfer learning
- word sense disambiguation
- batch mode active learning
- feature engineering
- linguistic knowledge
- sentiment analysis
- data mining
- unlabeled data
- multi class
- experimental design
- learning process
- feature selection
- computational biology
- cost sensitive
- pool based active learning
- information retrieval
- music emotion classification