Parth Asawa

How to Train Your Advisor: Steering Black-Box LLMs with Advisor Models

Frontier language models are deployed as black-box services, where model weights cannot be modified and customization is limited to prompting. We introduce Advisor Models, a method to train small open-weight models to generate dynamic, per-instance natural language advice that improves the capabilit…