Annotation Sensitivity: Training Data Collection Methods Affect Model Performance.
Christoph KernStephanie EckmanJacob BeckRob ChewBolei MaFrauke KreuterPublished in: EMNLP (Findings) (2023)
Keyphrases
- data collection
- mathematical model
- computational model
- learning models
- mathematical models
- sensitivity analysis
- management system
- data mining
- classification models
- qualitative and quantitative
- probability distribution
- image retrieval
- neural network
- probabilistic model
- machine learning methods
- significant improvement
- semantic annotation
- preprocessing
- objective function
- monte carlo simulation
- training procedure