Uncertainty-based Query Strategies for Active Learning with Transformers.
Christopher SchröderAndreas NieklerMartin PotthastPublished in: CoRR (2021)
Keyphrases
- active learning
- relevance feedback
- active learning strategies
- response time
- optimization strategies
- query expansion
- database
- user queries
- query processing
- data sources
- semi supervised
- machine learning
- databases
- retrieval systems
- range queries
- query evaluation
- retrieval strategies
- query formulation
- rank join
- complex queries
- result set
- database queries
- labeled data
- data structure
- learning algorithm
- random sampling
- uncertain data
- query terms
- experimental design
- information retrieval systems
- optimal strategy
- object retrieval
- keywords
- imprecise information
- data sets