ELF-REG: Scaling Continuous Diffusion Language Models to Reasoning Tasks

What changed

ELF-REG scales continuous diffusion language models to mathematical reasoning and code generation using representation alignment and entanglement.

Why you should care

Continuous diffusion language models achieve better reasoning performance when supervised by intermediate autoregressive teacher features.

Your move

Watch. Monitor further scaling experiments with continuous diffusion models.

Evidence

Preliminaryarxiv.org ↗

What to watch next

Future research applying ELF-REG to larger model scales or evaluating additional reasoning benchmarks.

Event

research

Event date

Sep 25, 2026

Relevant to

General AI readers