A Survey of Active Learning for Natural Language Processing.
Zhisong ZhangEmma StrubellEduard H. HovyPublished in: EMNLP (2022)
Keyphrases
- active learning
- natural language processing
- machine learning
- information extraction
- text mining
- selective sampling
- computational linguistics
- semi supervised
- natural language
- learning algorithm
- learning strategies
- knowledge representation
- relevance feedback
- word sense disambiguation
- linguistic knowledge
- computational biology
- language processing
- machine translation
- random sampling
- free text
- text processing
- ontology learning
- artificial intelligence
- semantic analysis
- feature engineering
- active learning strategies
- named entities
- question answering
- supervised learning
- training set
- textual data
- training examples
- named entity recognition
- music emotion classification
- transfer learning
- text summarization
- semi supervised learning
- annotation effort
- learning process
- information retrieval
- labeled data
- field of natural language processing
- sample selection
- batch mode
- unlabeled data
- neural network