Code for 'Reasoning on the Manifold: Bidirectional Consistency for Self-Verification in Diffusion Language Models' (ICML 2026)
The bidirectional mapping library for Python.
Training library for Megatron-based models with bidirectional Hugging Face conversion capability
Dev (dev-0.4b): a 0.4B bidirectional decision model on ModernBERT-large for routing, yes/no verification, and 1-5 rating. Non-generative single forward pass with calibrated confidence.
Glance Forcing: Making Bidirectional Diffusion Autoregressive at a Glance