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| title: README | |
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| # DifferenceLabs | |
| **DifferenceLabs** is an open research initiative focused on **Diffusion Language Models (DLMs)**. | |
| We explore diffusion-based approaches to language generation, where models generate full sequences in parallel through iterative denoising — instead of token-by-token like traditional autoregressive models. | |
| This can lead to **faster inference** and **better GPU utilization**. | |
| ## What We Do | |
| - Research diffusion-based language models | |
| - Build experimental architectures and training pipelines | |
| - Share open, reproducible research | |
| - Explore efficiency and scalability improvements | |
| ## Projects | |
| This org hosts research code, experiments, and supporting tools related to diffusion language modeling. |