Maximizing mutual information between user-contexts and responses improve LLM personalization with no additional data

1. 1Identify user-contexts and responses in existing data
2. 2Calculate mutual information between user-contexts and responses
3. 3Optimize LLMs to maximize mutual information
4. 4Evaluate and refine the personalized LLMs

ML researchers and engineers can benefit from this approach as it enables self-improvement of LLMs without relying on external data, allowing for more efficient and cost-effective model development

💡 Maximizing mutual information between user-contexts and responses can improve LLM personalization without requiring additional labeled data

💡 Improve LLMs without new data! Maximize mutual info between user-contexts & responses #LLMs #AI