Model Calibration Techniques for Discriminative and Generative Tasks

Model Calibration Techniques for Discriminative and Generative Tasks

Explore model calibration techniques in this 25-minute conference talk from DSC Adria 2024 in Zagreb, where Tin Ferkovic delves into methods for aligning confidence predictions with output probabilities. Learn about both simple and advanced calibration approaches, from basic classification problems in text classification and named entity recognition to sophisticated techniques like TrOCR for generative tasks. Discover how to effectively balance discriminative and generative scenarios to improve model performance and reliability.