Machine Heart

Nov 2, 2026 · Artificial Intelligence

MT Forcing: Stabilizing Multi-Turn Image Editing with Single-Turn DMD and Teacher Forcing

Researchers from SenseTime, HKUST MMLab, Stanford, and Tsinghua propose MT Forcing, a training method combining Single-Turn DMD and Teacher-Forcing Guidance to solve quality degradation and content drift in multi-turn image editing, achieving significant improvements in instruction following, content consistency, and geometric stability over 8 editing turns on SenseNova models.