AdviSD: Learning to Advise Frontier LLMs via Targeted Multi-Turn Self-Distillation.

arXiv:2609.38142v1 Announce Type: new Abstract: A small trainable advisor can steer a frozen language-model executor using natural-language advice. In addition to learning from task rewards, the advisor can use feedback from completed interactions to improve i