Instance Weight-Based Training: Paradigm Shift in Mini-Batch Training for Multiclass Classification in Natural Language Processing
A novel Instance Weight Estimation Model (IWEM) that calculates the weight of each instance in the given training data to improve model performance and identify the causes of high-weight instances in short-text emotion recognition and natural language inference, representative classification tasks in natural language p...