Words & Weights: Streamlining Multi-Turn Interactions via Co-Adaptation
ROSA2 is proposed, a framework that reformulates interaction as a joint optimization problem over the heterogeneous space of Words and Weights, and it is proved that this co-adaptation strictly reduces the required parameter shift for convergence.