Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity

Keyphrases

• Predictive Uncertainty 100%
• Data Scarcity 100%
• Model Training 100%
• Implementation Model 50%
• Uncertain Data 50%
• Uncertainty Estimation 50%
• Model Uncertainty 50%
• Neural Network Classifier 50%
• Uncertainty Analysis 50%
• Total Uncertainty 50%
• Low-resource Languages 50%
• Large Degree 50%

Computer Science

• Training Model 100%
• Implementation Model 100%
• Model Uncertainty 100%
• Sampled Dataset 100%
• Pre-Trained Model 100%
• Low-resource Languages 100%