ALICE: Active Learning with Contrastive Natural Language Explanations.
Weixin LiangJames ZouZhou YuPublished in: EMNLP (1) (2020)
Keyphrases
- active learning
- natural language
- machine learning
- natural language interface
- supervised learning
- natural language processing
- semantic analysis
- learning strategies
- knowledge representation
- semi supervised
- semantic representation
- question answering
- natural language understanding
- language processing
- selective sampling
- dialogue system
- natural language generation
- machine translation
- experimental design
- semantic interpretation
- random sampling
- unlabeled data
- semi supervised learning
- labeled data
- artificial intelligence
- pool based active learning
- case based reasoning
- relevance feedback
- annotation effort
- training set
- batch mode
- text generation
- explanatory power
- imbalanced data classification
- cost sensitive
- active learning strategies
- expert systems
- multi class
- training examples
- data sets