Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity.
Dennis UlmerJes FrellsenChristian HardmeierPublished in: EMNLP (Findings) (2022)
Keyphrases
- synthetic data
- training data
- statistical analysis
- correlation analysis
- experimental study
- test data
- missing data
- data sets
- significant improvement
- prior knowledge
- information loss
- input data
- pairwise
- prior information
- predictive model
- data sources
- clustering method
- detection method
- data distribution
- noisy data
- spectral clustering
- statistical methods
- database
- uncertain data
- missing values
- data collection
- data structure
- data mining techniques
- statistical significance
- information extraction
- probability distribution