Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers.
Christopher SchröderAndreas NieklerMartin PotthastPublished in: ACL (Findings) (2022)
Keyphrases
- active learning
- relevance feedback
- database
- active learning strategies
- optimization strategies
- query processing
- data sources
- query expansion
- response time
- imprecise information
- object retrieval
- machine learning
- retrieval method
- learning strategies
- data sets
- active learner
- retrieval strategies
- rank join
- database queries
- uncertain data
- learning algorithm
- range queries
- random sampling
- labeled data
- multi dimensional
- supervised learning
- knn
- training set
- selective sampling
- learning environment
- keywords
- databases
- pool based active learning