2025
HMCL: Task-Optimal Text Representation Adaptation through Hierarchical Contrastive Learning
EMNLP 2025
As general large language models continue to advance, their real-world adaptation through effective fine-tuning remains a significant challenge. We introduce Hierarchical Multilevel Contrastive Learning (HMCL), a new contrastive learning framework that improves task-specific text representation for