kapynResearch

How to Guide Your Language Flow

Probe guidance is a new method that uses frozen internal states of diffusion models to guide flow matching. By eliminating the need for an extra forward pass, it aligns weak and strong model dynamics and achieves state‑of‑the‑art unconditional generation on continuous diffusion language models. The approach offers a more efficient inference path for diffusion‑based text generation.

Apple ML Research·Sep 23, 2026

Opening Kapyn…