Beyond Labels: Empowering Human with Natural Language Explanations through a Novel Active-Learning Architecture.
Bingsheng YaoIshan JindalLucian PopaYannis KatsisSayan GhoshLihong HeYuxuan LuShashank SrivastavaJames A. HendlerDakuo WangPublished in: CoRR (2023)
Keyphrases
- active learning
- natural language
- natural language interface
- training examples
- annotation effort
- training set
- human language
- training data
- semi supervised
- natural language generation
- cognitive models
- human communication
- natural language processing
- management system
- language processing
- label noise
- pairwise
- machine learning
- real time
- software architecture
- active learning strategies
- learning strategies
- imbalanced data classification
- experimental design
- human interaction
- human users
- hardware implementation
- relevance feedback
- learning process
- learning algorithm
- information retrieval
- data sets